Data pre-processed and analyzied from chat logs and web logs by Marcus Collins.

Analysis based on R-Scripts from Jacob LaRiviere.

R-Markdown and plots from Mike Wise.

Initialization of libraries

library(tidyverse,quietly=T,warn.conflicts=F)
library(lubridate,quietly=T,warn.conflicts=F)
library(scales,quietly=T,warn.conflicts=F)
library(zoo,quietly=T,warn.conflicts=F)
library(lmtest,quietly=T,warn.conflicts=F)
library(sandwich,quietly=T,warn.conflicts=F)
library(gridExtra,quietly=T,warn.conflicts = F)
library(knitr,quietly=T,warn.conflicts = F)

Set random seeds, record start time and version.

set.seed(1234)
version <-0.4
versionstring <- sprintf("Version %.1f",version)

starttime <- Sys.time()
startfmttime <- sprintf(format(starttime, "%d %b %Y - %H:%M:%S"))

print(sprintf("%s created on %s",versionstring,startfmttime))
## [1] "Version 0.4 created on 30 Apr 2017 - 11:30:19"

Various constants

tztz <- "UTC"  # Apparently all of our time zones are UTC...
s2date <- function(strdate){
  return(as.POSIXct(strdate,tz=tztz))
}
firstday <- s2date("2015-01-01")  # we will count days from the first day in 2015

smcdates <- c("2016-08-17 07:00/red/0-30%",
              "2016-09-01 07:00/red/30-50%",
              "2016-09-07 07:00/red/50-100%")
xbxdates <- c("2016-10-11 07:00/purple/0-10%",
              "2016-10-18 07:00/purple/10-30%",
              "2016-11-01 07:00/purple/30-50%",
              "2016-12-15 08:00/purple/50-90%",
              "2016-11-17 08:00/blue/content change")
totdates <- c(smcdates,xbxdates)
smcback <- "lightsteelblue1"
xbxback <- "darkseagreen2"
xabback <- "darkseagreen3"
totback <- "wheat"

fpath <- "TorontoData"
sdate <- s2date("2016-06-01")
mdate <- s2date("2017-01-01")
edate <- s2date("2017-03-07")
verbose <- 2

Misc utility functions

crackdate <- function(datestr){
  sar <- unlist(strsplit(datestr,"/"))
  sdate <- sar[[1]]
  date <- s2date(sdate)
  val <- 0
  sval <- sar[[3]]
  levpart <- sar[[3]]
  pctpresent <- F
  if (grepl("%",levpart)){
    levpart <- gsub("%","",levpart)
    val <- as.numeric(unlist(strsplit(levpart,"-"))[[2]])
    sval <- gsub("-","_",levpart)
    pctpresent <- T
  }
  return(list(date=date,sdate=sdate,val=val,sval=sval,pctpresent=pctpresent))
}

addStepDateToVek <- function(dates,idx,dtvek,vvek){
  cd1 <- crackdate(dates[[idx]])
  if (!cd1$pctpresent){
    # if there is no % don't do anything
    return(vvek)
  }
  dt1 <- cd1$date
  if (idx<length(dates)){
    cd2 <- crackdate(dates[[idx+1]])
    dt2 <- cd2$date
  } else {
    dt2 <- max(dtvek)
  }
  #print("addstepdate")
  #print(dt1)
  #print(dt2)
  val <- cd1$val
  tochg <-  dt1<=dtvek & dtvek<= dt2
  vvek[ tochg ] <- val
  #print(sprintf("changed %d values to %d",sum(tochg),val))
  return(vvek)
}
getStepDates <- function(dates,dtvek){
 vvek <- rep(0,length(dtvek))
 for (i in 1:length(dates)){
   vvek <- addStepDateToVek(dates,i,dtvek,vvek)
 }
 return(vvek)
}
getSmcStepDates <- function(dtvek){
 return(getStepDates(smcdates,dtvek))
}
getXabStepDates <- function(dtvek){
 return(getStepDates(xbxdates,dtvek))
}

Plot functions

addVlinesAndText <- function(vlines,gp){
  if (is.null(vlines)) return(gp) # do nothing in this case
  
  # split the lines and convert to data.frame
  sar <- strsplit(vlines,"/")
  # the following reforms the date strings into a data.frame for geom_vline
  ldf <- data.frame(t(matrix(unlist(sar),length(sar[[1]]),length(sar)))) #tricky
  names(ldf) <- c("dt","clr","lab")
  ldf$dt <- s2date(ldf$dt)
  ldf$ndt <- as.numeric(ldf$dt)
  # add a newline to the front so as to display the text 
  # this keeps the text from writing on top of the vline
  
  ldf$lab <- paste0("\n",ldf$lab) 
  # now actually add the verticle lines and the text 
  gp <- gp + geom_vline(xintercept=ldf$ndt,color=ldf$clr) +
             annotate(geom="text",x=ldf$dt,y=0,label=ldf$lab,color=ldf$clr,hjust=0,angle=90,na.rm=T)
  return(gp)
}
addBackground <- function(backg,gp){
  if (is.null(backg)) return(gp) # do nothing in this case
  gp <- gp + theme(panel.background = element_rect(fill = backg))
  return(gp)
}
overdate <- function(ovdate,defdate){
  # date override
  rv <- defdate
  if (!is.null(ovdate)) { 
    rv <- ovdate
  }
  return(rv)
}
dailyplot <- function(ddf,x,y,mtit="",xlab="date",stit=NULL,
                      ylab=NULL,vlines=NULL,backg=NULL,series=NULL,clrs=NULL,
                      ovsdate=NULL,ovedate=NULL,rotxaxtxt=0){
  # Single series plot  with monthly breaks on the x-axis
  
  # override dates if needed
  dpsdate <- overdate(ovsdate,sdate)
  dpedate <- overdate(ovedate,edate)
  
  brkctrl <- "1 month"
  dltdays <- difftime(dpedate,dpsdate,"days") 
  if (dltdays<30) brkctrl <- "1 day"
  
  gp <- ggplot(ddf,aes_string(x=x,y=y)) + 
             geom_line(aes_string(color=series),na.rm=T)  +
             labs(title=mtit,xlab=xlab,ylab=ylab,subtitle=stit) +
             scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate))

  gp <- addVlinesAndText(vlines,gp)

  gp <- addBackground(backg,gp)
  
  if (rotxaxtxt!=0){
    gp <- gp + theme(axis.text.x = element_text(angle = rotxaxtxt, hjust = 0))
  }
  if (!is.null(clrs)){
    gp <- gp + scale_color_manual(values=clrs)
  }

  return(gp)
}
residplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,ovsdate=NULL,ovedate=NULL){
  # Single series plot  with monthly breaks on the x-axis
  
  # override dates if needed
  dpsdate <- overdate(ovsdate,sdate)
  dpedate <- overdate(ovedate,edate)
  
  brkctrl <- "1 month"
  dltdays <- difftime(dpedate,dpsdate,"days") 
  if (dltdays<30) brkctrl <- "1 day"
  
  gp <- ggplot(ddf,aes_string(x=x,y=y)) + 
             geom_point(aes_string(color=series),na.rm=T)  +
             xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
             scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate)) +
             theme(axis.text.x = element_text(angle = 30, hjust = 1))

  gp <- addVlinesAndText(vlines,gp)

  gp <- addBackground(backg,gp)
  
  hp <- ggplot(ddf) + geom_histogram(aes_string(x=y),bins=30)
  hp <- addBackground(backg,hp)
  
  ghp <- grid.arrange(gp, hp, ncol=2,widths = c(2,1))

  return(ghp)
}

Read in consolidated chat, call, and session volume data

stload <- Sys.time()
tfname <- sprintf("%s/%s",fpath,"colsolidatedTorontoData02.csv")
condf <- read.csv(tfname)

minsessfilt <- 5000
nbef <- nrow(condf)
condf <- condf %>% filter(minsessfilt<actsess)
naft <- nrow(condf)
print(sprintf("Filtered %d of %d hours because sessions less than %d",(nbef-naft),naft,minsessfilt))
## [1] "Filtered 9 of 5814 hours because sessions less than 5000"
condf <- condf %>% mutate( dt = as.POSIXct(dt,tz=tztz) ) %>%
                   mutate( log_winchib = log(winchib) ) %>%
                   mutate( log_wincall = log(wincall) ) %>%
  
                   mutate( log_xbxchib = log(xbxchib) ) %>%
                   mutate( log_xtkchib = log(xtkchib) ) %>%
                   mutate( log_xabchib = log(xabchib) ) %>%
  
                   mutate( log_xbxcall = log(xbxcall) ) %>%
                   mutate( log_xtkcall = log(xtkcall) ) %>%
                   mutate( log_xabcall = log(xabcall) ) %>%
                     
                   mutate( rate_winchib = winchib/actsess ) %>%
                   mutate( rate_wincall = wincall/actsess ) %>%
                     
                   mutate( rate_xbxchib = xbxchib/actsess ) %>%
                   mutate( rate_xtkchib = xtkchib/actsess ) %>%
                   mutate( rate_xabchib = xabchib/actsess ) %>%
                     
                   mutate( rate_xbxcall = xbxcall/actsess ) %>%
                   mutate( rate_xtkcall = xtkcall/actsess ) %>%
                   mutate( rate_xabcall = xabcall/actsess ) 


dcondf <- condf %>% group_by(dnum) %>% summarise(dt=min(dt),
                                                 totchib=sum(totchib),winchib=sum(winchib),xbxchib=sum(xbxchib),
                                                 totcall=sum(totcall),wincall=sum(wincall),xbxcall=sum(xbxcall),
                                                 actsess=sum(actsess),actuser=sum(actuser)
                                                 )

elap <- as.numeric((Sys.time()-stload)[1],units="secs")
print(sprintf("Loading consolidated data took %.1f secs",elap))
## [1] "Loading consolidated data took 0.2 secs"

chats

if (verbose>=2){
  pltdf <- dcondf %>% gather(series,chib,-dt) %>% filter(series %in% c("totchib","winchib","xbxchib"))
  dailyplot(pltdf,"dt","chib",series="series",mtit="Chats In Block",ylab="Sum",vlines=totdates,backg=totback)
}

# calls

if (verbose>=2){
  pltdf <- dcondf %>% gather(series,call,-dt) %>% filter(series %in% c("totcall","wincall","xbxcall"))
  dailyplot(pltdf,"dt","call",series="series",mtit="Calls",ylab="Sum",vlines=totdates,backg=totback)
}

# sessions

if (verbose>=2){
  pltdf <- dcondf %>% gather(series,active,-dt) %>% filter(series %in% c("actsess","actuser"))
  dailyplot(pltdf,"dt","active",series="series",mtit="Sessions",ylab="Sum",vlines=totdates,backg=totback)
}

regression code

results1 <- list()
results2 <- list()
initResults <- function(){
  results1 <<- list()
  results2 <<- list()
}
  
addToResults1 <- function(newresults){
  results1[[length(results1)+1]] <<- newresults
}
addToResults2 <- function(newresults){
  results2[[length(results2)+1]] <<- newresults
}
listtodf <- function(lst){
  nr <- length(lst)    # rows
  if (nr==0) return(NULL)
  nvek <- names(lst[[1]])
  nc <- length(nvek)   # columns
  df <- data.frame(idx=1:nr) # preallocate length
  for (i in 1:nc){
    iname <- nvek[i]
    df[[iname]] <- sapply(lst,`[[`,iname)
  }
  return(df)
}
getResults1 <- function(){
  return(listtodf(results1))
}
getResults2 <- function(){
  return(listtodf(results2))
}

formlist = list(
  formel1="%s ~ hour + dow + lin1 + lin2 + postchange",
  formel2a="%s ~ hour * dow - 1",
  formel2b="%s ~ lin1 + lin2 + postchange",
  formel2c="%s ~ Dc + Dt + DD",
  formeldid="%s ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW)"
#  formel2b="%s ~ lin0 + postchange"
)
doregressiondid <- function(df,vname,formel,verbosetxt=1){


  formstr <- sprintf(formlist[[formel]],vname)
  form <- as.formula(formstr)
  fit <- glm(form,data=df)
  summary_fit <- summary(fit)
  coeftest_fit <- coeftest(fit, vcov = vcovHC(fit, "HC1"))
  if (verbosetxt>1){
    print(summary_fit)
  }
  if (verbosetxt>0){
    print(coeftest_fit)
  }
  df$resid <- resid(fit)
#  df$predicted <-  df[[vname]]-df$resid
  df$predicted <-  predict(fit,df)
  # for debugging
  ffit <<- fit
  sfit <<- summary_fit
  cfit <<- coeftest_fit

  return(list(df=df,formstr=formstr,fit=fit,sfit=summary_fit,cfit=coeftest_fit))
}

getregdfdid <- function(odf,vname,vname_ctr,vname_trt,sdate,befdays=7,aftdays=7){
  odf$DOW <- wday(odf$dt)
  odf$HOD <- hour(odf$dt)
  df <- odf[c("dt","HOD","DOW",vname_ctr,vname_trt)]

  df <- df %>% gather(series,vname,c(-dt,-HOD,-DOW))
  df[vname] <- df$vname
  df$vname <- NULL
  

  print(sdate)
  crk <- crackdate(sdate)

  sregdate <- crk$date - days(befdays)
  eregdate <- crk$date + days(aftdays)
  print(sprintf("getregdfdid - sdate:%s sregdate:%s eregdate:%s",
                             sdate,sregdate,eregdate))
  
  df <- df %>% filter( sregdate<=dt & dt<= eregdate )
  
  cutdate <- crk$date 
  scutidx <- which(df$dt==cutdate)
  print(crk$sdate)
  print(scutidx)
  print(sprintf("scutidx:%d",scutidx))
  
  df <- df  %>% mutate( Dc = ifelse(series==vname_trt,1L,0L) ) %>%
                mutate( idx = 1:nrow(df) ) %>%
                mutate( Dt = ifelse(dt>crk$date,1L,0L) ) %>%
                mutate( DD = Dt*Dc )
  
  # Print out a summary of the numeric columns for debugging
    regdf <- df
    regdf$series <- NULL
    print(summary(regdf))
  
  return(df)
}

getclrs <- function(vname,vname_ctr,vname_trt){
  cn1 <- paste( vname_ctr,vname,sep="-")
  cn2 <- paste0(vname_ctr,"-predicted")
  cn3 <- paste( vname_trt,vname,sep="-")
  cn4 <- paste0(vname_trt,"-predicted")
  clrs <- c("darkcyan","purple","red","darkgreen")
  names(clrs) <- c(cn1,cn2,cn3,cn4)
  clrs
}

regressdid <- function(df,vname,vname_ctr,vname_trt,dates,chgdate,
                        area,backg,mtit1,befdays=7,aftdays=7,model="model-did"){

  idx <- length(results1)+1
  
  rdf <- getregdfdid(df,vname,vname_ctr,vname_trt,chgdate,befdays,aftdays)
  rv <- doregressiondid(rdf,vname,"formeldid")
  rrv <<- rv
  if (verbose>0){
  #  df1 <- rv$df %>%  gather_("series",vname,c(vname,"predicted"))
    
    # build plot dataframe
    pdf <- rv$df[c("dt","series",vname,"predicted")]
    pdf <- gather(pdf,nseries,value,-dt,-series)
    pdf$series <- paste(pdf$series,pdf$nseries,sep="-")
    pdf[vname] <- pdf$value

    mtit <- sprintf("%d - %s : %s",idx,mtit1,rv$formstr)
    stit <- sprintf("Control: %s Treatment:%s",vname_ctr,vname_trt)
    clrs <- getclrs(vname,vname_ctr,vname_trt)
    plt <- dailyplot(pdf,"dt",vname,series="series",mtit,stit=stit,ylab="Sum",clrs=clrs,
                     vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt),rotxaxtxt=-30)
    print(table(pdf$series))
    suppressWarnings(print(plt))
    mtit <- sprintf("%d - DID Residuals - %s",idx,mtit1)
    plt <- residplot(rv$df,"dt","resid",mtit,ylab="Sum",
                     vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt))
  }
  crk <- crackdate(chgdate)
  newresults <- list(var=vname,
                     title=mtit1,
                     chgDate=crk$sdate,
                     chgVal=crk$sval,
                     model=model,
                     formula=rv$formstr,
                     chgCoef.fit=rv$fit$coefficients["DD"],
                     chgCoef.smry=rv$sfit$coefficients["DD",1],
                     chgStd.smry=rv$sfit$coefficients["DD",2],
                     chgTval.smry=rv$sfit$coefficients["DD",3],
                     chgPval.smry=rv$sfit$coefficients["DD",4],
                     chgZval.cfit=rv$cfit["DD","z value"],
                     chgPval.cfit=rv$cfit["DD","Pr(>|z|)"]                     
                     )
  addToResults1(newresults)
}

regressoverdatesdid <- function(model,df,vname,vname_ctr,vname_trt,area,title,befdays=7,aftdays=7){
  dates <- xbxdates
  backg <- xbxback
  atit <- sprintf("%s - %s",area,title)
  for (chgdate in dates){
    switch(model,
    "model-did"=regressdid(condf,vname,vname_ctr,vname_trt,dates,chgdate,
                                  area,backg,atit,befdays=befdays,aftdays=aftdays)
    )
  }
}
initResults()

justdoone <- F

# we just want DID with Xbox
m <- "model-did"
if (justdoone){
  regressoverdatesdid(m,condf,"chats","xtkchib","xabchib","Xbox","Hourly Chats")
} else {
  regressoverdatesdid(m,condf,     "chats",     "xtkchib",     "xabchib","Xbox","Hourly Chats")
  regressoverdatesdid(m,condf, "log_chats", "log_xtkchib", "log_xabchib","Xbox","log(Hourly Chats)")
  regressoverdatesdid(m,condf,"rate_chats","rate_xtkchib","rate_xabchib","Xbox","Hourly Chat Rate")
  
  regressoverdatesdid(m,condf,     "calls",     "xtkcall",     "xabcall","Xbox","Hourly Calls")
  regressoverdatesdid(m,condf, "log_calls", "log_xtkcall", "log_xabcall","Xbox","log(Hourly Calls)")
  regressoverdatesdid(m,condf,"rate_calls","rate_xtkcall","rate_xabcall","Xbox","Hourly Call Rate")
}
## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW           chats             Dc           idx              Dt               DD        
##  Min.   :2016-10-04 07:00:00   Min.   : 0.00   Min.   :1.00   Min.   :  4.0   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-07 22:15:00   1st Qu.: 5.00   1st Qu.:2.00   1st Qu.: 53.0   1st Qu.:0.0   1st Qu.:164.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-11 12:00:00   Median :11.00   Median :4.00   Median : 95.5   Median :0.5   Median :327.5   Median :1.0000   Median :0.0000  
##  Mean   :2016-10-11 09:17:25   Mean   :11.42   Mean   :3.96   Mean   :113.5   Mean   :0.5   Mean   :327.5   Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:2016-10-14 21:45:00   3rd Qu.:17.75   3rd Qu.:6.00   3rd Qu.:159.8   3rd Qu.:1.0   3rd Qu.:490.8   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :2016-10-18 07:00:00   Max.   :23.00   Max.   :7.00   Max.   :360.0   Max.   :1.0   Max.   :654.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       240.79270   10.67907  22.5481 < 2.2e-16 ***
## Dc                -85.50943    3.71908 -22.9921 < 2.2e-16 ***
## Dt                 -5.79384    3.95444  -1.4651 0.1428801    
## DD                 -3.10961    5.20768  -0.5971 0.5504264    
## as.factor(HOD)1     0.64286   14.32831   0.0449 0.9642139    
## as.factor(HOD)2   -28.75000   12.01042  -2.3938 0.0166769 *  
## as.factor(HOD)3   -54.64286   11.42065  -4.7846 1.714e-06 ***
## as.factor(HOD)4   -74.28571   10.68370  -6.9532 3.571e-12 ***
## as.factor(HOD)5   -97.46429   10.53650  -9.2502 < 2.2e-16 ***
## as.factor(HOD)6  -119.85714   10.65671 -11.2471 < 2.2e-16 ***
## as.factor(HOD)7  -141.33982   11.32670 -12.4785 < 2.2e-16 ***
## as.factor(HOD)8  -155.34728   12.06563 -12.8752 < 2.2e-16 ***
## as.factor(HOD)9  -154.00113   11.98520 -12.8493 < 2.2e-16 ***
## as.factor(HOD)10 -155.30882   11.95263 -12.9937 < 2.2e-16 ***
## as.factor(HOD)11 -150.77036   12.03123 -12.5316 < 2.2e-16 ***
## as.factor(HOD)12 -126.28571   11.08640 -11.3910 < 2.2e-16 ***
## as.factor(HOD)13 -107.50000   10.86738  -9.8920 < 2.2e-16 ***
## as.factor(HOD)14  -97.65309   10.75309  -9.0814 < 2.2e-16 ***
## as.factor(HOD)15  -74.52809   11.00587  -6.7717 1.273e-11 ***
## as.factor(HOD)16  -61.57143   10.79153  -5.7055 1.160e-08 ***
## as.factor(HOD)17  -55.07143   10.90114  -5.0519 4.374e-07 ***
## as.factor(HOD)18  -40.78571   10.87139  -3.7517 0.0001757 ***
## as.factor(HOD)19  -42.71429   10.80749  -3.9523 7.741e-05 ***
## as.factor(HOD)20  -34.42421   11.62368  -2.9616 0.0030609 ** 
## as.factor(HOD)21  -10.19344   11.86780  -0.8589 0.3903870    
## as.factor(HOD)22    3.85714   11.65052   0.3311 0.7405914    
## as.factor(HOD)23  -10.53571   13.32455  -0.7907 0.4291195    
## as.factor(DOW)2   -11.10197    4.76508  -2.3299 0.0198136 *  
## as.factor(DOW)3   -12.44067    4.73662  -2.6265 0.0086271 ** 
## as.factor(DOW)4    -8.92489    5.26173  -1.6962 0.0898500 .  
## as.factor(DOW)5    -8.61239    4.89385  -1.7598 0.0784348 .  
## as.factor(DOW)6   -14.55267    4.82521  -3.0160 0.0025616 ** 
## as.factor(DOW)7     8.08696    5.37706   1.5040 0.1325882    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabchib-chats xabchib-predicted     xtkchib-chats xtkchib-predicted 
##               327               327               327               327

## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW            chats             Dc           idx              Dt               DD        
##  Min.   :2016-10-11 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :  4.0   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-14 18:15:00   1st Qu.: 5.25   1st Qu.:2.000   1st Qu.: 51.0   1st Qu.:0.0   1st Qu.:168.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-18 06:00:00   Median :11.00   Median :4.000   Median : 89.0   Median :0.5   Median :335.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-10-18 06:29:00   Mean   :11.43   Mean   :3.985   Mean   :107.5   Mean   :0.5   Mean   :335.5   Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:2016-10-21 17:45:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:148.8   3rd Qu.:1.0   3rd Qu.:502.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-10-25 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :347.0   Max.   :1.0   Max.   :670.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       248.3911    10.6093  23.4126 < 2.2e-16 ***
## Dc                -88.3077     3.5758 -24.6957 < 2.2e-16 ***
## Dt                 -8.9696     3.6126  -2.4829 0.0130335 *  
## DD                 12.7354     4.7775   2.6657 0.0076822 ** 
## as.factor(HOD)1    -3.0000    12.7959  -0.2345 0.8146353    
## as.factor(HOD)2   -33.8214    11.4720  -2.9482 0.0031966 ** 
## as.factor(HOD)3   -63.4286    10.6820  -5.9379 2.887e-09 ***
## as.factor(HOD)4   -80.8214     9.8142  -8.2351 < 2.2e-16 ***
## as.factor(HOD)5   -99.7857     9.9359 -10.0429 < 2.2e-16 ***
## as.factor(HOD)6  -121.0714    10.7885 -11.2223 < 2.2e-16 ***
## as.factor(HOD)7  -140.8023    11.2382 -12.5289 < 2.2e-16 ***
## as.factor(HOD)8  -158.6071    11.3297 -13.9992 < 2.2e-16 ***
## as.factor(HOD)9  -156.5000    11.2737 -13.8819 < 2.2e-16 ***
## as.factor(HOD)10 -158.6071    11.4352 -13.8700 < 2.2e-16 ***
## as.factor(HOD)11 -151.9286    11.3340 -13.4047 < 2.2e-16 ***
## as.factor(HOD)12 -134.1429    10.7310 -12.5005 < 2.2e-16 ***
## as.factor(HOD)13 -114.9286    10.4869 -10.9593 < 2.2e-16 ***
## as.factor(HOD)14  -99.2500    10.4940  -9.4578 < 2.2e-16 ***
## as.factor(HOD)15  -80.0357    10.6222  -7.5348 4.892e-14 ***
## as.factor(HOD)16  -69.3571    10.4533  -6.6350 3.246e-11 ***
## as.factor(HOD)17  -64.5357    10.2465  -6.2983 3.009e-10 ***
## as.factor(HOD)18  -52.1071    10.6483  -4.8935 9.906e-07 ***
## as.factor(HOD)19  -43.9286    10.7073  -4.1027 4.084e-05 ***
## as.factor(HOD)20  -42.5714    11.2105  -3.7975 0.0001462 ***
## as.factor(HOD)21  -14.3796    11.7747  -1.2212 0.2220012    
## as.factor(HOD)22   -9.1104    11.4002  -0.7991 0.4242103    
## as.factor(HOD)23  -23.7500    11.8591  -2.0027 0.0452111 *  
## as.factor(DOW)2   -19.3438     4.5002  -4.2984 1.720e-05 ***
## as.factor(DOW)3   -13.7028     4.7184  -2.9041 0.0036831 ** 
## as.factor(DOW)4   -25.9375     4.5328  -5.7222 1.051e-08 ***
## as.factor(DOW)5   -29.4479     4.3924  -6.7043 2.024e-11 ***
## as.factor(DOW)6   -21.0700     4.3493  -4.8444 1.270e-06 ***
## as.factor(DOW)7     3.9479     5.0597   0.7803 0.4352337    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabchib-chats xabchib-predicted     xtkchib-chats xtkchib-predicted 
##               335               335               335               335

## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW            chats             Dc           idx              Dt               DD        
##  Min.   :2016-10-25 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :  1.0   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-28 19:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.: 49.0   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-11-01 07:00:00   Median :11.00   Median :4.000   Median : 86.0   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-11-01 07:00:00   Mean   :11.49   Mean   :3.997   Mean   :105.9   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-11-04 19:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:141.8   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-11-08 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :377.0   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       212.4870    10.0394  21.1653 < 2.2e-16 ***
## Dc                -66.8639     3.0510 -21.9151 < 2.2e-16 ***
## Dt                 26.6722     4.1379   6.4459 1.149e-10 ***
## DD                -16.1301     5.0296  -3.2070  0.001341 ** 
## as.factor(HOD)1    -6.6429    12.0385  -0.5518  0.581084    
## as.factor(HOD)2   -30.0000    10.5390  -2.8466  0.004419 ** 
## as.factor(HOD)3   -51.8214    10.8513  -4.7756 1.792e-06 ***
## as.factor(HOD)4   -66.7500     9.8618  -6.7686 1.301e-11 ***
## as.factor(HOD)5   -89.1786     9.4760  -9.4110 < 2.2e-16 ***
## as.factor(HOD)6  -116.7500     9.7017 -12.0340 < 2.2e-16 ***
## as.factor(HOD)7  -134.9995    10.8345 -12.4602 < 2.2e-16 ***
## as.factor(HOD)8  -144.4286    10.7008 -13.4970 < 2.2e-16 ***
## as.factor(HOD)9  -146.4643    10.7376 -13.6403 < 2.2e-16 ***
## as.factor(HOD)10 -146.6429    10.6495 -13.7699 < 2.2e-16 ***
## as.factor(HOD)11 -146.5357    10.7085 -13.6840 < 2.2e-16 ***
## as.factor(HOD)12 -132.0357    10.0205 -13.1766 < 2.2e-16 ***
## as.factor(HOD)13 -111.2500     9.9917 -11.1342 < 2.2e-16 ***
## as.factor(HOD)14  -92.8214     9.8645  -9.4097 < 2.2e-16 ***
## as.factor(HOD)15  -76.7857    10.7313  -7.1553 8.347e-13 ***
## as.factor(HOD)16  -64.7500    10.4353  -6.2049 5.472e-10 ***
## as.factor(HOD)17  -55.5000    10.4017  -5.3357 9.518e-08 ***
## as.factor(HOD)18  -44.4286    10.6127  -4.1863 2.835e-05 ***
## as.factor(HOD)19  -30.2500    10.2149  -2.9614  0.003063 ** 
## as.factor(HOD)20  -24.6786    10.3330  -2.3883  0.016925 *  
## as.factor(HOD)21   -7.1071    11.4426  -0.6211  0.534524    
## as.factor(HOD)22    0.5000    12.2233   0.0409  0.967371    
## as.factor(HOD)23    2.9643    11.6666   0.2541  0.799432    
## as.factor(DOW)2   -22.3750     4.6975  -4.7632 1.905e-06 ***
## as.factor(DOW)3    -9.5624     5.0715  -1.8855  0.059362 .  
## as.factor(DOW)4   -18.9896     4.6881  -4.0506 5.108e-05 ***
## as.factor(DOW)5   -22.4167     4.5804  -4.8941 9.876e-07 ***
## as.factor(DOW)6   -12.9896     4.6987  -2.7645  0.005701 ** 
## as.factor(DOW)7    11.3229     5.9707   1.8964  0.057907 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabchib-chats xabchib-predicted     xtkchib-chats xtkchib-predicted 
##               337               337               337               337

## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW            chats             Dc           idx              Dt               DD        
##  Min.   :2016-12-08 08:00:00   Min.   : 0.00   Min.   :1.000   Min.   :  8.0   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-12-11 20:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.: 50.0   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-12-15 08:00:00   Median :11.00   Median :4.000   Median : 87.0   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-12-15 08:00:00   Mean   :11.49   Mean   :4.003   Mean   :109.1   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-12-18 20:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:156.8   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-12-22 08:00:00   Max.   :23.00   Max.   :7.000   Max.   :378.0   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       221.19304    9.11464  24.2679 < 2.2e-16 ***
## Dc                -77.63905    3.27144 -23.7324 < 2.2e-16 ***
## Dt                 24.48724    4.21370   5.8113 6.198e-09 ***
## DD                -16.05738    5.17741  -3.1014  0.001926 ** 
## as.factor(HOD)1     2.07143   12.83528   0.1614  0.871790    
## as.factor(HOD)2   -13.57143   10.11608  -1.3416  0.179735    
## as.factor(HOD)3   -24.39286   10.40340  -2.3447  0.019042 *  
## as.factor(HOD)4   -45.39286    9.39966  -4.8292 1.371e-06 ***
## as.factor(HOD)5   -57.25000    8.58955  -6.6651 2.645e-11 ***
## as.factor(HOD)6   -80.75000    9.38824  -8.6012 < 2.2e-16 ***
## as.factor(HOD)7  -110.25000    9.71923 -11.3435 < 2.2e-16 ***
## as.factor(HOD)8  -128.25263    9.89872 -12.9565 < 2.2e-16 ***
## as.factor(HOD)9  -142.39286   10.63627 -13.3875 < 2.2e-16 ***
## as.factor(HOD)10 -142.75000   10.79986 -13.2178 < 2.2e-16 ***
## as.factor(HOD)11 -144.53571   10.88899 -13.2736 < 2.2e-16 ***
## as.factor(HOD)12 -137.64286   10.38877 -13.2492 < 2.2e-16 ***
## as.factor(HOD)13 -121.03571    9.79269 -12.3598 < 2.2e-16 ***
## as.factor(HOD)14 -103.00000    9.54604 -10.7898 < 2.2e-16 ***
## as.factor(HOD)15  -81.14286    9.27663  -8.7470 < 2.2e-16 ***
## as.factor(HOD)16  -63.96429   10.17814  -6.2845 3.290e-10 ***
## as.factor(HOD)17  -53.28571    8.92375  -5.9712 2.355e-09 ***
## as.factor(HOD)18  -41.71429    9.30604  -4.4825 7.377e-06 ***
## as.factor(HOD)19  -35.00000    9.80389  -3.5700  0.000357 ***
## as.factor(HOD)20  -19.64286    9.15607  -2.1453  0.031926 *  
## as.factor(HOD)21   -6.46429   11.11805  -0.5814  0.560956    
## as.factor(HOD)22    5.42857   12.16756   0.4462  0.655488    
## as.factor(HOD)23    0.21429   11.34692   0.0189  0.984933    
## as.factor(DOW)2   -19.27083    4.89811  -3.9343 8.343e-05 ***
## as.factor(DOW)3   -16.90625    4.51374  -3.7455  0.000180 ***
## as.factor(DOW)4   -15.09375    4.60270  -3.2793  0.001041 ** 
## as.factor(DOW)5   -33.08410    4.44914  -7.4361 1.037e-13 ***
## as.factor(DOW)6   -36.47917    5.07046  -7.1944 6.271e-13 ***
## as.factor(DOW)7     2.36458    5.49816   0.4301  0.667146    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabchib-chats xabchib-predicted     xtkchib-chats xtkchib-predicted 
##               337               337               337               337

## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD            DOW            chats              Dc           idx              Dt              DD        
##  Min.   :2016-11-10 08:00:00   Min.   : 0.0   Min.   :1.000   Min.   :  2.00   Min.   :0.0   Min.   :  1.0   Min.   :0.000   Min.   :0.0000  
##  1st Qu.:2016-11-14 13:00:00   1st Qu.: 6.0   1st Qu.:2.000   1st Qu.: 51.75   1st Qu.:0.0   1st Qu.:157.8   1st Qu.:0.000   1st Qu.:0.0000  
##  Median :2016-11-17 19:30:00   Median :11.5   Median :4.000   Median : 95.00   Median :0.5   Median :314.5   Median :1.000   Median :0.0000  
##  Mean   :2016-11-17 15:19:29   Mean   :11.5   Mean   :4.089   Mean   :113.62   Mean   :0.5   Mean   :314.5   Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:2016-11-21 02:00:00   3rd Qu.:17.0   3rd Qu.:6.000   3rd Qu.:160.50   3rd Qu.:1.0   3rd Qu.:471.2   3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :2016-11-24 08:00:00   Max.   :23.0   Max.   :7.000   Max.   :357.00   Max.   :1.0   Max.   :628.0   Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       254.8483    10.7903  23.6183 < 2.2e-16 ***
## Dc                -88.4589     4.3876 -20.1610 < 2.2e-16 ***
## Dt                  1.0372     4.7419   0.2187  0.826857    
## DD                  7.4113     5.6208   1.3185  0.187320    
## as.factor(HOD)1     4.1923    12.2200   0.3431  0.731545    
## as.factor(HOD)2   -14.1154    11.0243  -1.2804  0.200409    
## as.factor(HOD)3   -34.5385    10.4384  -3.3088  0.000937 ***
## as.factor(HOD)4   -61.9231    10.7857  -5.7412 9.401e-09 ***
## as.factor(HOD)5   -74.7308    11.4206  -6.5435 6.009e-11 ***
## as.factor(HOD)6  -108.1154     9.8875 -10.9345 < 2.2e-16 ***
## as.factor(HOD)7  -129.9615     9.8222 -13.2314 < 2.2e-16 ***
## as.factor(HOD)8  -139.4782    10.2317 -13.6320 < 2.2e-16 ***
## as.factor(HOD)9  -151.4615    10.3681 -14.6084 < 2.2e-16 ***
## as.factor(HOD)10 -154.5385    10.6954 -14.4490 < 2.2e-16 ***
## as.factor(HOD)11 -151.0769    10.6011 -14.2511 < 2.2e-16 ***
## as.factor(HOD)12 -146.7308    10.1588 -14.4437 < 2.2e-16 ***
## as.factor(HOD)13 -124.5385     9.8457 -12.6490 < 2.2e-16 ***
## as.factor(HOD)14 -104.1154     9.6413 -10.7989 < 2.2e-16 ***
## as.factor(HOD)15  -88.1154     9.5139  -9.2618 < 2.2e-16 ***
## as.factor(HOD)16  -69.8656    10.1864  -6.8587 6.950e-12 ***
## as.factor(HOD)17  -51.7362    10.1117  -5.1165 3.113e-07 ***
## as.factor(HOD)18  -50.0054     9.6491  -5.1824 2.190e-07 ***
## as.factor(HOD)19  -42.1208    10.5682  -3.9856 6.731e-05 ***
## as.factor(HOD)20  -27.1208    11.1015  -2.4430  0.014566 *  
## as.factor(HOD)21  -14.8901    11.0079  -1.3527  0.176163    
## as.factor(HOD)22   -5.6977    11.8354  -0.4814  0.630222    
## as.factor(HOD)23   -8.0054    11.7364  -0.6821  0.495175    
## as.factor(DOW)2   -26.9928     6.1433  -4.3938 1.114e-05 ***
## as.factor(DOW)3   -33.7740     5.9971  -5.6317 1.784e-08 ***
## as.factor(DOW)4   -26.5970     6.1380  -4.3332 1.470e-05 ***
## as.factor(DOW)5   -40.4244     6.2064  -6.5133 7.349e-11 ***
## as.factor(DOW)6   -31.2636     6.0219  -5.1916 2.084e-07 ***
## as.factor(DOW)7   -15.5707     7.4989  -2.0764  0.037858 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabchib-chats xabchib-predicted     xtkchib-chats xtkchib-predicted 
##               314               314               314               314

## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW         log_chats           Dc           idx              Dt               DD        
##  Min.   :2016-10-04 07:00:00   Min.   : 0.00   Min.   :1.00   Min.   :1.386   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-07 22:15:00   1st Qu.: 5.00   1st Qu.:2.00   1st Qu.:3.970   1st Qu.:0.0   1st Qu.:164.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-11 12:00:00   Median :11.00   Median :4.00   Median :4.559   Median :0.5   Median :327.5   Median :1.0000   Median :0.0000  
##  Mean   :2016-10-11 09:17:25   Mean   :11.42   Mean   :3.96   Mean   :4.473   Mean   :0.5   Mean   :327.5   Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:2016-10-14 21:45:00   3rd Qu.:17.75   3rd Qu.:6.00   3rd Qu.:5.074   3rd Qu.:1.0   3rd Qu.:490.8   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :2016-10-18 07:00:00   Max.   :23.00   Max.   :7.00   Max.   :5.886   Max.   :1.0   Max.   :654.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       5.5930808  0.0487274 114.7831 < 2.2e-16 ***
## Dc               -0.7303909  0.0254945 -28.6490 < 2.2e-16 ***
## Dt               -0.0451220  0.0217631  -2.0733 0.0381418 *  
## DD               -0.1496915  0.0417095  -3.5889 0.0003321 ***
## as.factor(HOD)1   0.0031879  0.0678120   0.0470 0.9625049    
## as.factor(HOD)2  -0.1650289  0.0661837  -2.4935 0.0126491 *  
## as.factor(HOD)3  -0.3494925  0.0640175  -5.4593 4.779e-08 ***
## as.factor(HOD)4  -0.4965937  0.0587092  -8.4585 < 2.2e-16 ***
## as.factor(HOD)5  -0.7380921  0.0666251 -11.0783 < 2.2e-16 ***
## as.factor(HOD)6  -1.0034503  0.0653451 -15.3562 < 2.2e-16 ***
## as.factor(HOD)7  -1.3743996  0.0702687 -19.5592 < 2.2e-16 ***
## as.factor(HOD)8  -1.7374416  0.0819778 -21.1940 < 2.2e-16 ***
## as.factor(HOD)9  -1.6892824  0.0685131 -24.6563 < 2.2e-16 ***
## as.factor(HOD)10 -1.7226786  0.0708756 -24.3057 < 2.2e-16 ***
## as.factor(HOD)11 -1.6470114  0.0985196 -16.7176 < 2.2e-16 ***
## as.factor(HOD)12 -1.0793128  0.0634383 -17.0136 < 2.2e-16 ***
## as.factor(HOD)13 -0.8102076  0.0620400 -13.0594 < 2.2e-16 ***
## as.factor(HOD)14 -0.7040325  0.0667777 -10.5429 < 2.2e-16 ***
## as.factor(HOD)15 -0.4981020  0.0724217  -6.8778 6.079e-12 ***
## as.factor(HOD)16 -0.3514420  0.0551448  -6.3731 1.853e-10 ***
## as.factor(HOD)17 -0.3066717  0.0567238  -5.4064 6.430e-08 ***
## as.factor(HOD)18 -0.2074014  0.0531968  -3.8988 9.669e-05 ***
## as.factor(HOD)19 -0.2268872  0.0528417  -4.2937 1.757e-05 ***
## as.factor(HOD)20 -0.1854733  0.0621364  -2.9849 0.0028363 ** 
## as.factor(HOD)21 -0.0090100  0.0481566  -0.1871 0.8515841    
## as.factor(HOD)22  0.0820317  0.0535736   1.5312 0.1257206    
## as.factor(HOD)23 -0.0549673  0.0687623  -0.7994 0.4240690    
## as.factor(DOW)2  -0.0955688  0.0328541  -2.9089 0.0036272 ** 
## as.factor(DOW)3  -0.0796395  0.0374374  -2.1273 0.0333975 *  
## as.factor(DOW)4  -0.1850607  0.0496071  -3.7305 0.0001911 ***
## as.factor(DOW)5  -0.0464626  0.0352725  -1.3172 0.1877555    
## as.factor(DOW)6  -0.1254143  0.0348714  -3.5965 0.0003226 ***
## as.factor(DOW)7   0.0887002  0.0349332   2.5391 0.0111126 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted 
##                   327                   327                   327                   327

## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW          log_chats           Dc           idx              Dt               DD        
##  Min.   :2016-10-11 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :1.386   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-14 18:15:00   1st Qu.: 5.25   1st Qu.:2.000   1st Qu.:3.932   1st Qu.:0.0   1st Qu.:168.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-18 06:00:00   Median :11.00   Median :4.000   Median :4.489   Median :0.5   Median :335.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-10-18 06:29:00   Mean   :11.43   Mean   :3.985   Mean   :4.409   Mean   :0.5   Mean   :335.5   Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:2016-10-21 17:45:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:5.002   3rd Qu.:1.0   3rd Qu.:502.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-10-25 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :5.849   Max.   :1.0   Max.   :670.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       5.694089   0.047106 120.8787 < 2.2e-16 ***
## Dc               -0.880967   0.032236 -27.3288 < 2.2e-16 ***
## Dt               -0.057346   0.021295  -2.6929 0.0070834 ** 
## DD                0.146556   0.040068   3.6577 0.0002545 ***
## as.factor(HOD)1  -0.015773   0.050706  -0.3111 0.7557571    
## as.factor(HOD)2  -0.204460   0.058003  -3.5250 0.0004235 ***
## as.factor(HOD)3  -0.425703   0.055691  -7.6440 2.106e-14 ***
## as.factor(HOD)4  -0.541407   0.048687 -11.1202 < 2.2e-16 ***
## as.factor(HOD)5  -0.778442   0.064536 -12.0621 < 2.2e-16 ***
## as.factor(HOD)6  -1.057154   0.072617 -14.5580 < 2.2e-16 ***
## as.factor(HOD)7  -1.390153   0.074865 -18.5689 < 2.2e-16 ***
## as.factor(HOD)8  -1.886763   0.076778 -24.5744 < 2.2e-16 ***
## as.factor(HOD)9  -1.805595   0.069321 -26.0469 < 2.2e-16 ***
## as.factor(HOD)10 -1.848415   0.067333 -27.4517 < 2.2e-16 ***
## as.factor(HOD)11 -1.698853   0.093330 -18.2027 < 2.2e-16 ***
## as.factor(HOD)12 -1.223499   0.058396 -20.9517 < 2.2e-16 ***
## as.factor(HOD)13 -0.922174   0.061882 -14.9022 < 2.2e-16 ***
## as.factor(HOD)14 -0.731389   0.060733 -12.0426 < 2.2e-16 ***
## as.factor(HOD)15 -0.577373   0.063754  -9.0562 < 2.2e-16 ***
## as.factor(HOD)16 -0.430834   0.053134  -8.1084 5.130e-16 ***
## as.factor(HOD)17 -0.390992   0.050849  -7.6893 1.480e-14 ***
## as.factor(HOD)18 -0.311148   0.051549  -6.0359 1.580e-09 ***
## as.factor(HOD)19 -0.247946   0.057895  -4.2827 1.847e-05 ***
## as.factor(HOD)20 -0.254462   0.059772  -4.2572 2.070e-05 ***
## as.factor(HOD)21 -0.043418   0.049302  -0.8807 0.3785052    
## as.factor(HOD)22 -0.015810   0.054678  -0.2891 0.7724676    
## as.factor(HOD)23 -0.140361   0.066420  -2.1132 0.0345816 *  
## as.factor(DOW)2  -0.190705   0.033124  -5.7573 8.545e-09 ***
## as.factor(DOW)3  -0.093442   0.037448  -2.4952 0.0125881 *  
## as.factor(DOW)4  -0.329440   0.044404  -7.4191 1.179e-13 ***
## as.factor(DOW)5  -0.243451   0.032878  -7.4047 1.315e-13 ***
## as.factor(DOW)6  -0.162185   0.029150  -5.5637 2.641e-08 ***
## as.factor(DOW)7   0.032338   0.030196   1.0709 0.2841938    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted 
##                   335                   335                   335                   335

## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          log_chats           Dc           idx              Dt               DD        
##  Min.   :2016-10-25 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :0.000   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-28 19:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:3.892   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-11-01 07:00:00   Median :11.00   Median :4.000   Median :4.454   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-11-01 07:00:00   Mean   :11.49   Mean   :3.997   Mean   :4.401   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-11-04 19:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:4.954   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-11-08 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :5.932   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       5.4378077  0.0491339 110.6733 < 2.2e-16 ***
## Dc               -0.7086680  0.0223411 -31.7203 < 2.2e-16 ***
## Dt                0.1395784  0.0261578   5.3360 9.501e-08 ***
## DD               -0.0147301  0.0409494  -0.3597 0.7190603    
## as.factor(HOD)1  -0.0375747  0.0539436  -0.6966 0.4860807    
## as.factor(HOD)2  -0.1789416  0.0507945  -3.5229 0.0004269 ***
## as.factor(HOD)3  -0.3656812  0.0555879  -6.5784 4.754e-11 ***
## as.factor(HOD)4  -0.4988150  0.0590495  -8.4474 < 2.2e-16 ***
## as.factor(HOD)5  -0.6804817  0.0513043 -13.2636 < 2.2e-16 ***
## as.factor(HOD)6  -1.0727088  0.0596140 -17.9943 < 2.2e-16 ***
## as.factor(HOD)7  -1.5734023  0.1488681 -10.5691 < 2.2e-16 ***
## as.factor(HOD)8  -1.6485162  0.0629539 -26.1861 < 2.2e-16 ***
## as.factor(HOD)9  -1.7328194  0.0637920 -27.1636 < 2.2e-16 ***
## as.factor(HOD)10 -1.7385352  0.0609206 -28.5377 < 2.2e-16 ***
## as.factor(HOD)11 -1.7134820  0.0575408 -29.7785 < 2.2e-16 ***
## as.factor(HOD)12 -1.3833126  0.0668360 -20.6971 < 2.2e-16 ***
## as.factor(HOD)13 -0.9847006  0.0650004 -15.1492 < 2.2e-16 ***
## as.factor(HOD)14 -0.7188544  0.0609843 -11.7875 < 2.2e-16 ***
## as.factor(HOD)15 -0.5604919  0.0641712  -8.7343 < 2.2e-16 ***
## as.factor(HOD)16 -0.4514072  0.0521118  -8.6623 < 2.2e-16 ***
## as.factor(HOD)17 -0.3715605  0.0529500  -7.0172 2.264e-12 ***
## as.factor(HOD)18 -0.2712444  0.0509495  -5.3238 1.016e-07 ***
## as.factor(HOD)19 -0.1664308  0.0478268  -3.4799 0.0005017 ***
## as.factor(HOD)20 -0.1393077  0.0463013  -3.0087 0.0026235 ** 
## as.factor(HOD)21 -0.0316388  0.0495097  -0.6390 0.5227954    
## as.factor(HOD)22  0.0046674  0.0523683   0.0891 0.9289814    
## as.factor(HOD)23  0.0307936  0.0509641   0.6042 0.5456959    
## as.factor(DOW)2  -0.2322532  0.0513416  -4.5237 6.077e-06 ***
## as.factor(DOW)3  -0.0539283  0.0368771  -1.4624 0.1436372    
## as.factor(DOW)4  -0.1188871  0.0336435  -3.5337 0.0004097 ***
## as.factor(DOW)5  -0.1521574  0.0334899  -4.5434 5.536e-06 ***
## as.factor(DOW)6  -0.0418985  0.0354027  -1.1835 0.2366179    
## as.factor(DOW)7   0.1296156  0.0352808   3.6738 0.0002389 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted 
##                   337                   337                   337                   337

## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          log_chats           Dc           idx              Dt               DD        
##  Min.   :2016-12-08 08:00:00   Min.   : 0.00   Min.   :1.000   Min.   :2.079   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-12-11 20:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:3.912   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-12-15 08:00:00   Median :11.00   Median :4.000   Median :4.466   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-12-15 08:00:00   Mean   :11.49   Mean   :4.003   Mean   :4.427   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-12-18 20:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:5.055   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-12-22 08:00:00   Max.   :23.00   Max.   :7.000   Max.   :5.935   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       5.52025886  0.03735803 147.7663 < 2.2e-16 ***
## Dc               -0.78658916  0.02257156 -34.8487 < 2.2e-16 ***
## Dt                0.15500133  0.02164983   7.1595 8.099e-13 ***
## DD               -0.01208305  0.03157597  -0.3827 0.7019673    
## as.factor(HOD)1   0.00020948  0.05137413   0.0041 0.9967466    
## as.factor(HOD)2  -0.06648515  0.04417996  -1.5049 0.1323571    
## as.factor(HOD)3  -0.15139576  0.04523526  -3.3469 0.0008173 ***
## as.factor(HOD)4  -0.29945359  0.04317584  -6.9357 4.043e-12 ***
## as.factor(HOD)5  -0.38693575  0.04227627  -9.1526 < 2.2e-16 ***
## as.factor(HOD)6  -0.64500794  0.05286057 -12.2021 < 2.2e-16 ***
## as.factor(HOD)7  -1.01519133  0.05824200 -17.4306 < 2.2e-16 ***
## as.factor(HOD)8  -1.34940431  0.05087633 -26.5232 < 2.2e-16 ***
## as.factor(HOD)9  -1.70230894  0.06196730 -27.4711 < 2.2e-16 ***
## as.factor(HOD)10 -1.67744588  0.05456360 -30.7429 < 2.2e-16 ***
## as.factor(HOD)11 -1.75277419  0.06290190 -27.8652 < 2.2e-16 ***
## as.factor(HOD)12 -1.54712690  0.05566943 -27.7913 < 2.2e-16 ***
## as.factor(HOD)13 -1.16047047  0.04753034 -24.4154 < 2.2e-16 ***
## as.factor(HOD)14 -0.89307576  0.05226641 -17.0870 < 2.2e-16 ***
## as.factor(HOD)15 -0.64737866  0.04782838 -13.5355 < 2.2e-16 ***
## as.factor(HOD)16 -0.46502764  0.05355950  -8.6824 < 2.2e-16 ***
## as.factor(HOD)17 -0.34540351  0.04094899  -8.4350 < 2.2e-16 ***
## as.factor(HOD)18 -0.26832197  0.03956854  -6.7812 1.192e-11 ***
## as.factor(HOD)19 -0.23003015  0.04326225  -5.3171 1.054e-07 ***
## as.factor(HOD)20 -0.08464006  0.03847001  -2.2002 0.0277958 *  
## as.factor(HOD)21 -0.02558993  0.04342601  -0.5893 0.5556758    
## as.factor(HOD)22  0.04229426  0.04654141   0.9087 0.3634848    
## as.factor(HOD)23  0.00196825  0.04154088   0.0474 0.9622095    
## as.factor(DOW)2  -0.18940149  0.03124127  -6.0625 1.340e-09 ***
## as.factor(DOW)3  -0.13153365  0.02695710  -4.8794 1.064e-06 ***
## as.factor(DOW)4  -0.12480624  0.02596815  -4.8061 1.539e-06 ***
## as.factor(DOW)5  -0.31570580  0.02828023 -11.1635 < 2.2e-16 ***
## as.factor(DOW)6  -0.35443287  0.02947976 -12.0229 < 2.2e-16 ***
## as.factor(DOW)7  -0.00961409  0.02966778  -0.3241 0.7458939    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted 
##                   337                   337                   337                   337

## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD            DOW          log_chats            Dc           idx              Dt              DD        
##  Min.   :2016-11-10 08:00:00   Min.   : 0.0   Min.   :1.000   Min.   :0.6931   Min.   :0.0   Min.   :  1.0   Min.   :0.000   Min.   :0.0000  
##  1st Qu.:2016-11-14 13:00:00   1st Qu.: 6.0   1st Qu.:2.000   1st Qu.:3.9464   1st Qu.:0.0   1st Qu.:157.8   1st Qu.:0.000   1st Qu.:0.0000  
##  Median :2016-11-17 19:30:00   Median :11.5   Median :4.000   Median :4.5539   Median :0.5   Median :314.5   Median :1.000   Median :0.0000  
##  Mean   :2016-11-17 15:19:29   Mean   :11.5   Mean   :4.089   Mean   :4.4738   Mean   :0.5   Mean   :314.5   Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:2016-11-21 02:00:00   3rd Qu.:17.0   3rd Qu.:6.000   3rd Qu.:5.0783   3rd Qu.:1.0   3rd Qu.:471.2   3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :2016-11-24 08:00:00   Max.   :23.0   Max.   :7.000   Max.   :5.8777   Max.   :1.0   Max.   :628.0   Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       5.710222   0.045626 125.1526 < 2.2e-16 ***
## Dc               -0.841543   0.044124 -19.0722 < 2.2e-16 ***
## Dt                0.042812   0.037188   1.1512  0.249639    
## DD                0.153979   0.049462   3.1131  0.001852 ** 
## as.factor(HOD)1   0.010530   0.042165   0.2497  0.802794    
## as.factor(HOD)2  -0.089969   0.043502  -2.0682  0.038625 *  
## as.factor(HOD)3  -0.207973   0.044539  -4.6694 3.020e-06 ***
## as.factor(HOD)4  -0.439361   0.070826  -6.2033 5.527e-10 ***
## as.factor(HOD)5  -0.721848   0.192357  -3.7526  0.000175 ***
## as.factor(HOD)6  -0.924890   0.087984 -10.5120 < 2.2e-16 ***
## as.factor(HOD)7  -1.190238   0.048250 -24.6682 < 2.2e-16 ***
## as.factor(HOD)8  -1.386415   0.054526 -25.4266 < 2.2e-16 ***
## as.factor(HOD)9  -1.695769   0.058179 -29.1474 < 2.2e-16 ***
## as.factor(HOD)10 -1.750318   0.051096 -34.2556 < 2.2e-16 ***
## as.factor(HOD)11 -1.651767   0.054285 -30.4279 < 2.2e-16 ***
## as.factor(HOD)12 -1.545687   0.043117 -35.8483 < 2.2e-16 ***
## as.factor(HOD)13 -1.067035   0.046819 -22.7907 < 2.2e-16 ***
## as.factor(HOD)14 -0.837780   0.057743 -14.5089 < 2.2e-16 ***
## as.factor(HOD)15 -0.640007   0.053780 -11.9005 < 2.2e-16 ***
## as.factor(HOD)16 -0.488309   0.055070  -8.8670 < 2.2e-16 ***
## as.factor(HOD)17 -0.342011   0.046680  -7.3267 2.359e-13 ***
## as.factor(HOD)18 -0.328742   0.046638  -7.0488 1.805e-12 ***
## as.factor(HOD)19 -0.273183   0.048237  -5.6633 1.485e-08 ***
## as.factor(HOD)20 -0.167520   0.045105  -3.7140  0.000204 ***
## as.factor(HOD)21 -0.088938   0.041500  -2.1431  0.032108 *  
## as.factor(HOD)22 -0.040645   0.045429  -0.8947  0.370941    
## as.factor(HOD)23 -0.059709   0.040871  -1.4609  0.144042    
## as.factor(DOW)2  -0.197486   0.032536  -6.0698 1.280e-09 ***
## as.factor(DOW)3  -0.262675   0.033432  -7.8569 3.938e-15 ***
## as.factor(DOW)4  -0.216008   0.031586  -6.8388 7.983e-12 ***
## as.factor(DOW)5  -0.343137   0.036171  -9.4865 < 2.2e-16 ***
## as.factor(DOW)6  -0.206784   0.033482  -6.1761 6.572e-10 ***
## as.factor(DOW)7  -0.197563   0.070561  -2.7999  0.005112 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted 
##                   314                   314                   314                   314

## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW         rate_chats              Dc           idx              Dt               DD        
##  Min.   :2016-10-04 07:00:00   Min.   : 0.00   Min.   :1.00   Min.   :3.007e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-07 22:15:00   1st Qu.: 5.00   1st Qu.:2.00   1st Qu.:4.081e-04   1st Qu.:0.0   1st Qu.:164.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-11 12:00:00   Median :11.00   Median :4.00   Median :7.704e-04   Median :0.5   Median :327.5   Median :1.0000   Median :0.0000  
##  Mean   :2016-10-11 09:17:25   Mean   :11.42   Mean   :3.96   Mean   :1.022e-03   Mean   :0.5   Mean   :327.5   Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:2016-10-14 21:45:00   3rd Qu.:17.75   3rd Qu.:6.00   3rd Qu.:1.376e-03   3rd Qu.:1.0   3rd Qu.:490.8   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :2016-10-18 07:00:00   Max.   :23.00   Max.   :7.00   Max.   :4.197e-03   Max.   :1.0   Max.   :654.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       2.7707e-03  1.4351e-04  19.3067 < 2.2e-16 ***
## Dc               -8.1511e-04  4.4710e-05 -18.2310 < 2.2e-16 ***
## Dt               -1.1148e-04  4.7792e-05  -2.3327 0.0196638 *  
## DD                1.2307e-05  6.1062e-05   0.2016 0.8402665    
## as.factor(HOD)1   2.3171e-05  1.7191e-04   0.1348 0.8927843    
## as.factor(HOD)2  -1.8400e-04  1.5500e-04  -1.1871 0.2351906    
## as.factor(HOD)3  -3.8414e-04  1.4831e-04  -2.5901 0.0095941 ** 
## as.factor(HOD)4  -5.1994e-04  1.4026e-04  -3.7070 0.0002098 ***
## as.factor(HOD)5  -7.5446e-04  1.3507e-04  -5.5855 2.330e-08 ***
## as.factor(HOD)6  -1.0706e-03  1.2746e-04  -8.3997 < 2.2e-16 ***
## as.factor(HOD)7  -1.3505e-03  1.3255e-04 -10.1890 < 2.2e-16 ***
## as.factor(HOD)8  -1.5187e-03  1.3972e-04 -10.8695 < 2.2e-16 ***
## as.factor(HOD)9  -1.5143e-03  1.4067e-04 -10.7649 < 2.2e-16 ***
## as.factor(HOD)10 -1.5563e-03  1.4060e-04 -11.0697 < 2.2e-16 ***
## as.factor(HOD)11 -1.5941e-03  1.4167e-04 -11.2526 < 2.2e-16 ***
## as.factor(HOD)12 -1.4898e-03  1.3486e-04 -11.0466 < 2.2e-16 ***
## as.factor(HOD)13 -1.4290e-03  1.3422e-04 -10.6463 < 2.2e-16 ***
## as.factor(HOD)14 -1.3888e-03  1.3536e-04 -10.2606 < 2.2e-16 ***
## as.factor(HOD)15 -1.2581e-03  1.3566e-04  -9.2737 < 2.2e-16 ***
## as.factor(HOD)16 -1.1536e-03  1.3271e-04  -8.6926 < 2.2e-16 ***
## as.factor(HOD)17 -1.0756e-03  1.3398e-04  -8.0277 9.935e-16 ***
## as.factor(HOD)18 -9.5872e-04  1.3511e-04  -7.0957 1.287e-12 ***
## as.factor(HOD)19 -9.2978e-04  1.3445e-04  -6.9154 4.664e-12 ***
## as.factor(HOD)20 -7.9676e-04  1.3915e-04  -5.7261 1.028e-08 ***
## as.factor(HOD)21 -4.5862e-04  1.5077e-04  -3.0419 0.0023508 ** 
## as.factor(HOD)22 -1.2006e-04  1.4561e-04  -0.8245 0.4096659    
## as.factor(HOD)23 -1.4147e-04  1.6311e-04  -0.8673 0.3857563    
## as.factor(DOW)2  -5.8429e-04  6.2170e-05  -9.3983 < 2.2e-16 ***
## as.factor(DOW)3  -5.7183e-04  6.0513e-05  -9.4496 < 2.2e-16 ***
## as.factor(DOW)4  -5.4982e-04  6.3901e-05  -8.6042 < 2.2e-16 ***
## as.factor(DOW)5  -5.8744e-04  6.2280e-05  -9.4322 < 2.2e-16 ***
## as.factor(DOW)6  -5.3741e-04  6.3451e-05  -8.4698 < 2.2e-16 ***
## as.factor(DOW)7   7.8970e-05  7.5728e-05   1.0428 0.2970398    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabchib-predicted rate_xabchib-rate_chats  rate_xtkchib-predicted rate_xtkchib-rate_chats 
##                     327                     327                     327                     327

## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW          rate_chats              Dc           idx              Dt               DD        
##  Min.   :2016-10-11 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :3.007e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-14 18:15:00   1st Qu.: 5.25   1st Qu.:2.000   1st Qu.:3.611e-04   1st Qu.:0.0   1st Qu.:168.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-18 06:00:00   Median :11.00   Median :4.000   Median :7.351e-04   Median :0.5   Median :335.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-10-18 06:29:00   Mean   :11.43   Mean   :3.985   Mean   :1.130e-03   Mean   :0.5   Mean   :335.5   Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:2016-10-21 17:45:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:1.359e-03   3rd Qu.:1.0   3rd Qu.:502.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-10-25 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :4.180e-02   Max.   :1.0   Max.   :670.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error z value  Pr(>|z|)    
## (Intercept)       2.4500e-03  2.3398e-04 10.4708 < 2.2e-16 ***
## Dc               -8.0052e-04  8.2320e-05 -9.7245 < 2.2e-16 ***
## Dt                4.7982e-04  3.1074e-04  1.5441 0.1225553    
## DD               -2.5218e-04  3.2368e-04 -0.7791 0.4359112    
## as.factor(HOD)1   2.5288e-06  1.8940e-04  0.0134 0.9893475    
## as.factor(HOD)2  -2.4313e-04  1.8369e-04 -1.3236 0.1856434    
## as.factor(HOD)3  -4.6731e-04  1.8413e-04 -2.5380 0.0111496 *  
## as.factor(HOD)4  -5.9650e-04  1.6795e-04 -3.5517 0.0003828 ***
## as.factor(HOD)5  -7.8664e-04  1.7039e-04 -4.6168 3.896e-06 ***
## as.factor(HOD)6  -1.0909e-03  1.7488e-04 -6.2376 4.442e-10 ***
## as.factor(HOD)7  -1.3169e-03  1.7495e-04 -7.5272 5.186e-14 ***
## as.factor(HOD)8  -1.5469e-03  1.7629e-04 -8.7752 < 2.2e-16 ***
## as.factor(HOD)9  -1.5377e-03  1.8034e-04 -8.5271 < 2.2e-16 ***
## as.factor(HOD)10 -1.5913e-03  1.8058e-04 -8.8120 < 2.2e-16 ***
## as.factor(HOD)11 -1.6010e-03  1.8131e-04 -8.8301 < 2.2e-16 ***
## as.factor(HOD)12 -1.5398e-03  1.8049e-04 -8.5308 < 2.2e-16 ***
## as.factor(HOD)13 -1.4660e-03  1.7882e-04 -8.1983 2.438e-16 ***
## as.factor(HOD)14 -1.3721e-03  1.7889e-04 -7.6699 1.722e-14 ***
## as.factor(HOD)15 -1.2593e-03  1.8036e-04 -6.9821 2.908e-12 ***
## as.factor(HOD)16 -1.1846e-03  1.7758e-04 -6.6709 2.542e-11 ***
## as.factor(HOD)17 -1.1402e-03  1.7491e-04 -6.5189 7.081e-11 ***
## as.factor(HOD)18 -7.9736e-04  2.0618e-04 -3.8673 0.0001101 ***
## as.factor(HOD)19  6.2287e-04  1.1548e-03  0.5394 0.5896338    
## as.factor(HOD)20  9.7079e-04  1.4441e-03  0.6722 0.5014319    
## as.factor(HOD)21 -4.0985e-04  1.8470e-04 -2.2190 0.0264897 *  
## as.factor(HOD)22 -1.4762e-04  1.8003e-04 -0.8200 0.4122430    
## as.factor(HOD)23  9.3790e-07  2.3764e-04  0.0039 0.9968509    
## as.factor(DOW)2  -7.0093e-04  9.2988e-05 -7.5378 4.778e-14 ***
## as.factor(DOW)3  -5.9370e-04  9.4587e-05 -6.2768 3.456e-10 ***
## as.factor(DOW)4  -7.0337e-04  9.1509e-05 -7.6864 1.514e-14 ***
## as.factor(DOW)5  -7.6779e-04  9.2282e-05 -8.3201 < 2.2e-16 ***
## as.factor(DOW)6   5.5724e-04  5.6543e-04  0.9855 0.3243705    
## as.factor(DOW)7   1.4130e-05  8.9881e-05  0.1572 0.8750814    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabchib-predicted rate_xabchib-rate_chats  rate_xtkchib-predicted rate_xtkchib-rate_chats 
##                     335                     335                     335                     335

## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          rate_chats              Dc           idx              Dt               DD        
##  Min.   :2016-10-25 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :1.149e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-28 19:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:3.780e-04   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-11-01 07:00:00   Median :11.00   Median :4.000   Median :7.572e-04   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-11-01 07:00:00   Mean   :11.49   Mean   :3.997   Mean   :9.982e-04   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-11-04 19:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:1.321e-03   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-11-08 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :4.806e-03   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       2.5644e-03  1.4668e-04  17.4832 < 2.2e-16 ***
## Dc               -6.2302e-04  3.5918e-05 -17.3459 < 2.2e-16 ***
## Dt                3.2930e-04  5.3088e-05   6.2029 5.545e-10 ***
## DD               -2.0596e-04  6.3253e-05  -3.2561  0.001129 ** 
## as.factor(HOD)1  -5.4288e-05  1.7093e-04  -0.3176  0.750789    
## as.factor(HOD)2  -2.2329e-04  1.5203e-04  -1.4687  0.141901    
## as.factor(HOD)3  -3.6353e-04  1.5921e-04  -2.2834  0.022409 *  
## as.factor(HOD)4  -4.5696e-04  1.4554e-04  -3.1397  0.001691 ** 
## as.factor(HOD)5  -6.7679e-04  1.3601e-04  -4.9760 6.490e-07 ***
## as.factor(HOD)6  -1.0708e-03  1.3127e-04  -8.1578 3.413e-16 ***
## as.factor(HOD)7  -1.3402e-03  1.4002e-04  -9.5715 < 2.2e-16 ***
## as.factor(HOD)8  -1.4723e-03  1.3880e-04 -10.6077 < 2.2e-16 ***
## as.factor(HOD)9  -1.5255e-03  1.4287e-04 -10.6774 < 2.2e-16 ***
## as.factor(HOD)10 -1.5571e-03  1.4263e-04 -10.9173 < 2.2e-16 ***
## as.factor(HOD)11 -1.6173e-03  1.4265e-04 -11.3372 < 2.2e-16 ***
## as.factor(HOD)12 -1.5780e-03  1.3801e-04 -11.4347 < 2.2e-16 ***
## as.factor(HOD)13 -1.4911e-03  1.3692e-04 -10.8902 < 2.2e-16 ***
## as.factor(HOD)14 -1.4023e-03  1.3563e-04 -10.3389 < 2.2e-16 ***
## as.factor(HOD)15 -1.2969e-03  1.3955e-04  -9.2934 < 2.2e-16 ***
## as.factor(HOD)16 -1.2016e-03  1.3813e-04  -8.6991 < 2.2e-16 ***
## as.factor(HOD)17 -1.1040e-03  1.3956e-04  -7.9105 2.563e-15 ***
## as.factor(HOD)18 -1.0205e-03  1.4369e-04  -7.1019 1.231e-12 ***
## as.factor(HOD)19 -8.9125e-04  1.4024e-04  -6.3551 2.082e-10 ***
## as.factor(HOD)20 -7.8628e-04  1.4050e-04  -5.5964 2.189e-08 ***
## as.factor(HOD)21 -5.1415e-04  1.5167e-04  -3.3900  0.000699 ***
## as.factor(HOD)22 -2.5446e-04  1.6158e-04  -1.5749  0.115290    
## as.factor(HOD)23 -5.9558e-05  1.5608e-04  -0.3816  0.702776    
## as.factor(DOW)2  -7.0681e-04  6.5439e-05 -10.8011 < 2.2e-16 ***
## as.factor(DOW)3  -5.8354e-04  6.6297e-05  -8.8019 < 2.2e-16 ***
## as.factor(DOW)4  -6.5289e-04  6.4471e-05 -10.1270 < 2.2e-16 ***
## as.factor(DOW)5  -7.2722e-04  6.4155e-05 -11.3355 < 2.2e-16 ***
## as.factor(DOW)6  -5.7917e-04  6.5206e-05  -8.8822 < 2.2e-16 ***
## as.factor(DOW)7   9.2745e-05  8.5284e-05   1.0875  0.276822    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabchib-predicted rate_xabchib-rate_chats  rate_xtkchib-predicted rate_xtkchib-rate_chats 
##                     337                     337                     337                     337

## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          rate_chats              Dc           idx              Dt               DD        
##  Min.   :2016-12-08 08:00:00   Min.   : 0.00   Min.   :1.000   Min.   :5.701e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-12-11 20:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:3.978e-04   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-12-15 08:00:00   Median :11.00   Median :4.000   Median :8.079e-04   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-12-15 08:00:00   Mean   :11.49   Mean   :4.003   Mean   :1.046e-03   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-12-18 20:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:1.384e-03   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-12-22 08:00:00   Max.   :23.00   Max.   :7.000   Max.   :4.825e-03   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       2.6068e-03  1.1986e-04  21.7482 < 2.2e-16 ***
## Dc               -7.1160e-04  3.5727e-05 -19.9174 < 2.2e-16 ***
## Dt                3.7752e-04  5.0409e-05   7.4892 6.931e-14 ***
## DD               -2.4726e-04  6.1713e-05  -4.0066 6.161e-05 ***
## as.factor(HOD)1   1.4445e-05  1.6759e-04   0.0862  0.931316    
## as.factor(HOD)2  -8.6695e-05  1.3750e-04  -0.6305  0.528344    
## as.factor(HOD)3  -1.5340e-04  1.4451e-04  -1.0616  0.288438    
## as.factor(HOD)4  -3.2967e-04  1.3104e-04  -2.5158  0.011875 *  
## as.factor(HOD)5  -3.8511e-04  1.2064e-04  -3.1921  0.001412 ** 
## as.factor(HOD)6  -6.6606e-04  1.2280e-04  -5.4239 5.832e-08 ***
## as.factor(HOD)7  -1.0269e-03  1.1799e-04  -8.7037 < 2.2e-16 ***
## as.factor(HOD)8  -1.2654e-03  1.1850e-04 -10.6786 < 2.2e-16 ***
## as.factor(HOD)9  -1.4582e-03  1.2686e-04 -11.4945 < 2.2e-16 ***
## as.factor(HOD)10 -1.4698e-03  1.2908e-04 -11.3869 < 2.2e-16 ***
## as.factor(HOD)11 -1.5233e-03  1.3091e-04 -11.6364 < 2.2e-16 ***
## as.factor(HOD)12 -1.5251e-03  1.2701e-04 -12.0082 < 2.2e-16 ***
## as.factor(HOD)13 -1.4771e-03  1.2332e-04 -11.9781 < 2.2e-16 ***
## as.factor(HOD)14 -1.3703e-03  1.2184e-04 -11.2470 < 2.2e-16 ***
## as.factor(HOD)15 -1.2643e-03  1.2040e-04 -10.5009 < 2.2e-16 ***
## as.factor(HOD)16 -1.1807e-03  1.1694e-04 -10.0967 < 2.2e-16 ***
## as.factor(HOD)17 -1.0632e-03  1.1550e-04  -9.2054 < 2.2e-16 ***
## as.factor(HOD)18 -9.4567e-04  1.1711e-04  -8.0752 6.736e-16 ***
## as.factor(HOD)19 -8.8070e-04  1.2102e-04  -7.2774 3.403e-13 ***
## as.factor(HOD)20 -7.2994e-04  1.1880e-04  -6.1445 8.023e-10 ***
## as.factor(HOD)21 -5.5079e-04  1.2420e-04  -4.4346 9.226e-06 ***
## as.factor(HOD)22 -2.8144e-04  1.4615e-04  -1.9257  0.054142 .  
## as.factor(HOD)23 -1.0264e-04  1.4214e-04  -0.7221  0.470231    
## as.factor(DOW)2  -7.0188e-04  6.2512e-05 -11.2279 < 2.2e-16 ***
## as.factor(DOW)3  -6.3069e-04  5.9000e-05 -10.6896 < 2.2e-16 ***
## as.factor(DOW)4  -5.8632e-04  5.8936e-05  -9.9485 < 2.2e-16 ***
## as.factor(DOW)5  -7.8315e-04  6.0717e-05 -12.8983 < 2.2e-16 ***
## as.factor(DOW)6  -7.9211e-04  6.3716e-05 -12.4318 < 2.2e-16 ***
## as.factor(DOW)7  -6.0350e-05  7.7003e-05  -0.7837  0.433193    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabchib-predicted rate_xabchib-rate_chats  rate_xtkchib-predicted rate_xtkchib-rate_chats 
##                     337                     337                     337                     337

## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD            DOW          rate_chats              Dc           idx              Dt              DD        
##  Min.   :2016-11-10 08:00:00   Min.   : 0.0   Min.   :1.000   Min.   :3.081e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.000   Min.   :0.0000  
##  1st Qu.:2016-11-14 13:00:00   1st Qu.: 6.0   1st Qu.:2.000   1st Qu.:4.219e-04   1st Qu.:0.0   1st Qu.:157.8   1st Qu.:0.000   1st Qu.:0.0000  
##  Median :2016-11-17 19:30:00   Median :11.5   Median :4.000   Median :8.223e-04   Median :0.5   Median :314.5   Median :1.000   Median :0.0000  
##  Mean   :2016-11-17 15:19:29   Mean   :11.5   Mean   :4.089   Mean   :1.076e-03   Mean   :0.5   Mean   :314.5   Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:2016-11-21 02:00:00   3rd Qu.:17.0   3rd Qu.:6.000   3rd Qu.:1.416e-03   3rd Qu.:1.0   3rd Qu.:471.2   3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :2016-11-24 08:00:00   Max.   :23.0   Max.   :7.000   Max.   :5.178e-03   Max.   :1.0   Max.   :628.0   Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       3.1288e-03  1.6305e-04  19.1893 < 2.2e-16 ***
## Dc               -8.1278e-04  4.9917e-05 -16.2824 < 2.2e-16 ***
## Dt                5.0207e-05  5.8035e-05   0.8651 0.3869797    
## DD                1.0936e-05  6.8621e-05   0.1594 0.8733782    
## as.factor(HOD)1  -9.6989e-05  1.7391e-04  -0.5577 0.5770562    
## as.factor(HOD)2  -2.0039e-04  1.7113e-04  -1.1709 0.2416199    
## as.factor(HOD)3  -3.6819e-04  1.6573e-04  -2.2217 0.0263047 *  
## as.factor(HOD)4  -6.1294e-04  1.6913e-04  -3.6242 0.0002899 ***
## as.factor(HOD)5  -6.9188e-04  1.8293e-04  -3.7822 0.0001554 ***
## as.factor(HOD)6  -1.1072e-03  1.5763e-04  -7.0239 2.158e-12 ***
## as.factor(HOD)7  -1.3757e-03  1.4901e-04  -9.2325 < 2.2e-16 ***
## as.factor(HOD)8  -1.4921e-03  1.4935e-04  -9.9910 < 2.2e-16 ***
## as.factor(HOD)9  -1.6571e-03  1.5375e-04 -10.7776 < 2.2e-16 ***
## as.factor(HOD)10 -1.7044e-03  1.5589e-04 -10.9337 < 2.2e-16 ***
## as.factor(HOD)11 -1.6857e-03  1.5448e-04 -10.9123 < 2.2e-16 ***
## as.factor(HOD)12 -1.7424e-03  1.5442e-04 -11.2834 < 2.2e-16 ***
## as.factor(HOD)13 -1.6600e-03  1.5205e-04 -10.9180 < 2.2e-16 ***
## as.factor(HOD)14 -1.5495e-03  1.5233e-04 -10.1725 < 2.2e-16 ***
## as.factor(HOD)15 -1.4815e-03  1.5183e-04  -9.7572 < 2.2e-16 ***
## as.factor(HOD)16 -1.3470e-03  1.5321e-04  -8.7922 < 2.2e-16 ***
## as.factor(HOD)17 -1.1991e-03  1.5263e-04  -7.8565 3.950e-15 ***
## as.factor(HOD)18 -1.1650e-03  1.4942e-04  -7.7969 6.343e-15 ***
## as.factor(HOD)19 -1.0888e-03  1.5751e-04  -6.9127 4.756e-12 ***
## as.factor(HOD)20 -9.2904e-04  1.6480e-04  -5.6375 1.726e-08 ***
## as.factor(HOD)21 -7.5230e-04  1.6461e-04  -4.5701 4.875e-06 ***
## as.factor(HOD)22 -5.0587e-04  1.6970e-04  -2.9809 0.0028738 ** 
## as.factor(HOD)23 -2.3518e-04  1.8341e-04  -1.2823 0.1997460    
## as.factor(DOW)2  -8.1193e-04  8.1137e-05 -10.0069 < 2.2e-16 ***
## as.factor(DOW)3  -8.3743e-04  7.7853e-05 -10.7565 < 2.2e-16 ***
## as.factor(DOW)4  -7.3353e-04  7.8458e-05  -9.3494 < 2.2e-16 ***
## as.factor(DOW)5  -8.9455e-04  8.1132e-05 -11.0258 < 2.2e-16 ***
## as.factor(DOW)6  -7.4341e-04  8.1028e-05  -9.1748 < 2.2e-16 ***
## as.factor(DOW)7  -2.2168e-04  1.0766e-04  -2.0591 0.0394869 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabchib-predicted rate_xabchib-rate_chats  rate_xtkchib-predicted rate_xtkchib-rate_chats 
##                     314                     314                     314                     314

## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW           calls              Dc           idx              Dt               DD        
##  Min.   :2016-10-04 07:00:00   Min.   : 0.00   Min.   :1.00   Min.   :   6.0   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-07 22:15:00   1st Qu.: 5.00   1st Qu.:2.00   1st Qu.: 118.5   1st Qu.:0.0   1st Qu.:164.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-11 12:00:00   Median :11.00   Median :4.00   Median : 421.0   Median :0.5   Median :327.5   Median :1.0000   Median :0.0000  
##  Mean   :2016-10-11 09:17:25   Mean   :11.42   Mean   :3.96   Mean   : 499.7   Mean   :0.5   Mean   :327.5   Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:2016-10-14 21:45:00   3rd Qu.:17.75   3rd Qu.:6.00   3rd Qu.: 718.5   3rd Qu.:1.0   3rd Qu.:490.8   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :2016-10-18 07:00:00   Max.   :23.00   Max.   :7.00   Max.   :1953.0   Max.   :1.0   Max.   :654.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                    Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1048.04277   47.74937  21.9488 < 2.2e-16 ***
## Dc               -411.68553   21.98329 -18.7272 < 2.2e-16 ***
## Dt                  1.70981   23.27822   0.0735   0.94145    
## DD                 -0.40375   29.08859  -0.0139   0.98893    
## as.factor(HOD)1  -132.71429   59.41052  -2.2339   0.02549 *  
## as.factor(HOD)2  -348.32143   45.14869  -7.7150 1.210e-14 ***
## as.factor(HOD)3  -427.14286   62.71572  -6.8108 9.707e-12 ***
## as.factor(HOD)4  -578.67857   49.69596 -11.6444 < 2.2e-16 ***
## as.factor(HOD)5  -712.28571   51.02119 -13.9606 < 2.2e-16 ***
## as.factor(HOD)6  -777.50000   54.22383 -14.3387 < 2.2e-16 ***
## as.factor(HOD)7  -805.64140   55.03441 -14.6389 < 2.2e-16 ***
## as.factor(HOD)8  -806.78986   57.89781 -13.9347 < 2.2e-16 ***
## as.factor(HOD)9  -814.36678   58.21062 -13.9900 < 2.2e-16 ***
## as.factor(HOD)10 -788.98216   58.95689 -13.3824 < 2.2e-16 ***
## as.factor(HOD)11 -752.25139   55.15379 -13.6392 < 2.2e-16 ***
## as.factor(HOD)12 -639.50000   49.73967 -12.8569 < 2.2e-16 ***
## as.factor(HOD)13 -444.28571   44.74795  -9.9286 < 2.2e-16 ***
## as.factor(HOD)14 -335.70942   46.91309  -7.1560 8.307e-13 ***
## as.factor(HOD)15 -220.37609   48.74086  -4.5214 6.144e-06 ***
## as.factor(HOD)16 -124.10714   51.45856  -2.4118   0.01587 *  
## as.factor(HOD)17 -103.92857   50.92573  -2.0408   0.04127 *  
## as.factor(HOD)18  -93.39286   56.16920  -1.6627   0.09637 .  
## as.factor(HOD)19   13.32143   54.29922   0.2453   0.80620    
## as.factor(HOD)20  109.82553   63.07762   1.7411   0.08166 .  
## as.factor(HOD)21   90.51784   59.12523   1.5310   0.12578    
## as.factor(HOD)22  144.78571   63.52628   2.2791   0.02266 *  
## as.factor(HOD)23   84.78571   61.58283   1.3768   0.16858    
## as.factor(DOW)2    -3.71489   26.21816  -0.1417   0.88732    
## as.factor(DOW)3    15.42096   24.81382   0.6215   0.53429    
## as.factor(DOW)4   -10.23572   27.29284  -0.3750   0.70764    
## as.factor(DOW)5   -16.76697   28.34788  -0.5915   0.55420    
## as.factor(DOW)6    24.03187   27.32405   0.8795   0.37912    
## as.factor(DOW)7    58.08696   26.91607   2.1581   0.03092 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabcall-calls xabcall-predicted     xtkcall-calls xtkcall-predicted 
##               327               327               327               327

## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW            calls              Dc           idx              Dt               DD        
##  Min.   :2016-10-11 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :   6.0   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-14 18:15:00   1st Qu.: 5.25   1st Qu.:2.000   1st Qu.: 112.2   1st Qu.:0.0   1st Qu.:168.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-18 06:00:00   Median :11.00   Median :4.000   Median : 402.5   Median :0.5   Median :335.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-10-18 06:29:00   Mean   :11.43   Mean   :3.985   Mean   : 496.6   Mean   :0.5   Mean   :335.5   Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:2016-10-21 17:45:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.: 717.8   3rd Qu.:1.0   3rd Qu.:502.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-10-25 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :1953.0   Max.   :1.0   Max.   :670.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1056.4655    46.1501  22.8920 < 2.2e-16 ***
## Dc               -410.3550    18.7515 -21.8839 < 2.2e-16 ***
## Dt                  1.1589    21.2112   0.0546 0.9564293    
## DD                 -2.4161    27.1430  -0.0890 0.9290724    
## as.factor(HOD)1  -166.6071    50.7335  -3.2840 0.0010236 ** 
## as.factor(HOD)2  -347.1071    45.0179  -7.7104 1.254e-14 ***
## as.factor(HOD)3  -491.5714    44.6183 -11.0173 < 2.2e-16 ***
## as.factor(HOD)4  -609.2500    46.0374 -13.2338 < 2.2e-16 ***
## as.factor(HOD)5  -699.4286    50.2820 -13.9101 < 2.2e-16 ***
## as.factor(HOD)6  -755.3214    54.7923 -13.7852 < 2.2e-16 ***
## as.factor(HOD)7  -814.1701    53.6496 -15.1757 < 2.2e-16 ***
## as.factor(HOD)8  -815.9643    55.5511 -14.6885 < 2.2e-16 ***
## as.factor(HOD)9  -821.4643    55.7936 -14.7233 < 2.2e-16 ***
## as.factor(HOD)10 -797.1429    56.3001 -14.1588 < 2.2e-16 ***
## as.factor(HOD)11 -765.6071    53.2172 -14.3865 < 2.2e-16 ***
## as.factor(HOD)12 -642.8214    48.7427 -13.1881 < 2.2e-16 ***
## as.factor(HOD)13 -460.0357    43.6751 -10.5331 < 2.2e-16 ***
## as.factor(HOD)14 -339.1071    44.6092  -7.6017 2.922e-14 ***
## as.factor(HOD)15 -227.2857    44.6687  -5.0883 3.614e-07 ***
## as.factor(HOD)16 -163.3214    48.0745  -3.3973 0.0006807 ***
## as.factor(HOD)17 -117.1786    49.1196  -2.3856 0.0170524 *  
## as.factor(HOD)18  -67.9643    51.1655  -1.3283 0.1840719    
## as.factor(HOD)19   31.2500    53.4310   0.5849 0.5586373    
## as.factor(HOD)20  133.2143    62.3241   2.1374 0.0325619 *  
## as.factor(HOD)21  125.5005    60.1390   2.0868 0.0369024 *  
## as.factor(HOD)22  111.8467    60.8930   1.8368 0.0662432 .  
## as.factor(HOD)23   83.4643    62.2536   1.3407 0.1800135    
## as.factor(DOW)2   -12.9167    25.6392  -0.5038 0.6144122    
## as.factor(DOW)3    48.2629    25.2917   1.9082 0.0563592 .  
## as.factor(DOW)4   -31.9063    23.8429  -1.3382 0.1808349    
## as.factor(DOW)5   -38.0938    23.7788  -1.6020 0.1091552    
## as.factor(DOW)6    17.2679    26.5322   0.6508 0.5151568    
## as.factor(DOW)7    76.5417    27.0423   2.8304 0.0046483 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabcall-calls xabcall-predicted     xtkcall-calls xtkcall-predicted 
##               335               335               335               335

## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW            calls               Dc           idx              Dt               DD        
##  Min.   :2016-10-25 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :   5.00   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-28 19:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:  96.25   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-11-01 07:00:00   Median :11.00   Median :4.000   Median : 380.00   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-11-01 07:00:00   Mean   :11.49   Mean   :3.997   Mean   : 461.78   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-11-04 19:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.: 669.50   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-11-08 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :1756.00   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       940.9586    41.9513  22.4298 < 2.2e-16 ***
## Dc               -355.3964    16.9572 -20.9585 < 2.2e-16 ***
## Dt                115.6061    19.7344   5.8581 4.682e-09 ***
## DD                -63.4488    25.5792  -2.4805  0.013120 *  
## as.factor(HOD)1  -140.5714    49.5642  -2.8362  0.004566 ** 
## as.factor(HOD)2  -314.8214    43.1514  -7.2957 2.970e-13 ***
## as.factor(HOD)3  -458.7857    42.0285 -10.9161 < 2.2e-16 ***
## as.factor(HOD)4  -566.3214    43.2049 -13.1078 < 2.2e-16 ***
## as.factor(HOD)5  -680.9643    46.1162 -14.7663 < 2.2e-16 ***
## as.factor(HOD)6  -752.4643    49.9934 -15.0513 < 2.2e-16 ***
## as.factor(HOD)7  -780.4019    51.2504 -15.2272 < 2.2e-16 ***
## as.factor(HOD)8  -799.0714    53.2949 -14.9934 < 2.2e-16 ***
## as.factor(HOD)9  -799.5357    53.1813 -15.0341 < 2.2e-16 ***
## as.factor(HOD)10 -782.3571    52.6518 -14.8591 < 2.2e-16 ***
## as.factor(HOD)11 -741.6429    50.9697 -14.5507 < 2.2e-16 ***
## as.factor(HOD)12 -624.3214    46.4773 -13.4328 < 2.2e-16 ***
## as.factor(HOD)13 -461.2857    41.5594 -11.0994 < 2.2e-16 ***
## as.factor(HOD)14 -329.5000    41.9116  -7.8618 3.787e-15 ***
## as.factor(HOD)15 -233.0714    44.7599  -5.2071 1.918e-07 ***
## as.factor(HOD)16 -180.3571    44.3400  -4.0676 4.750e-05 ***
## as.factor(HOD)17 -143.2857    45.0129  -3.1832  0.001456 ** 
## as.factor(HOD)18 -121.2143    44.6370  -2.7156  0.006617 ** 
## as.factor(HOD)19  -36.7143    48.1055  -0.7632  0.445342    
## as.factor(HOD)20   27.5000    53.6455   0.5126  0.608214    
## as.factor(HOD)21   96.2857    58.8718   1.6355  0.101941    
## as.factor(HOD)22   98.4643    62.0677   1.5864  0.112648    
## as.factor(HOD)23   45.8571    59.4993   0.7707  0.440874    
## as.factor(DOW)2   -33.9583    23.3201  -1.4562  0.145342    
## as.factor(DOW)3    32.2682    24.6514   1.3090  0.190541    
## as.factor(DOW)4    27.2604    23.1131   1.1794  0.238224    
## as.factor(DOW)5     7.1562    22.7867   0.3141  0.753480    
## as.factor(DOW)6    61.3229    24.5199   2.5009  0.012386 *  
## as.factor(DOW)7    42.5417    25.3621   1.6774  0.093469 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabcall-calls xabcall-predicted     xtkcall-calls xtkcall-predicted 
##               337               337               337               337

## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW            calls              Dc           idx              Dt               DD        
##  Min.   :2016-12-08 08:00:00   Min.   : 0.00   Min.   :1.000   Min.   :   7.0   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-12-11 20:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.: 111.0   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-12-15 08:00:00   Median :11.00   Median :4.000   Median : 404.5   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-12-15 08:00:00   Mean   :11.49   Mean   :4.003   Mean   : 509.7   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-12-18 20:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.: 740.8   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-12-22 08:00:00   Max.   :23.00   Max.   :7.000   Max.   :2046.0   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                  Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1091.723     51.438  21.2241 < 2.2e-16 ***
## Dc               -431.479     21.370 -20.1904 < 2.2e-16 ***
## Dt                 65.984     23.780   2.7748 0.0055235 ** 
## DD                -42.545     30.140  -1.4116 0.1580764    
## as.factor(HOD)1   -73.893     61.835  -1.1950 0.2320870    
## as.factor(HOD)2  -205.429     57.407  -3.5784 0.0003456 ***
## as.factor(HOD)3  -332.536     53.756  -6.1860 6.170e-10 ***
## as.factor(HOD)4  -507.357     50.518 -10.0431 < 2.2e-16 ***
## as.factor(HOD)5  -638.750     52.191 -12.2387 < 2.2e-16 ***
## as.factor(HOD)6  -744.393     57.626 -12.9177 < 2.2e-16 ***
## as.factor(HOD)7  -826.000     60.667 -13.6152 < 2.2e-16 ***
## as.factor(HOD)8  -869.823     60.998 -14.2598 < 2.2e-16 ***
## as.factor(HOD)9  -891.714     63.107 -14.1303 < 2.2e-16 ***
## as.factor(HOD)10 -894.750     63.443 -14.1032 < 2.2e-16 ***
## as.factor(HOD)11 -880.321     62.904 -13.9947 < 2.2e-16 ***
## as.factor(HOD)12 -830.143     60.545 -13.7113 < 2.2e-16 ***
## as.factor(HOD)13 -697.929     55.578 -12.5576 < 2.2e-16 ***
## as.factor(HOD)14 -509.571     49.498 -10.2947 < 2.2e-16 ***
## as.factor(HOD)15 -364.429     51.957  -7.0141 2.314e-12 ***
## as.factor(HOD)16 -230.571     67.264  -3.4278 0.0006084 ***
## as.factor(HOD)17 -188.857     55.161  -3.4238 0.0006176 ***
## as.factor(HOD)18 -155.393     54.928  -2.8290 0.0046687 ** 
## as.factor(HOD)19 -119.179     55.913  -2.1315 0.0330466 *  
## as.factor(HOD)20  -38.571     58.917  -0.6547 0.5126776    
## as.factor(HOD)21   40.143     64.056   0.6267 0.5308684    
## as.factor(HOD)22   90.143     69.763   1.2921 0.1963138    
## as.factor(HOD)23   58.929     70.026   0.8415 0.4000532    
## as.factor(DOW)2    31.812     29.756   1.0691 0.2850256    
## as.factor(DOW)3    59.500     26.396   2.2541 0.0241891 *  
## as.factor(DOW)4    57.979     27.094   2.1399 0.0323591 *  
## as.factor(DOW)5   -23.636     25.421  -0.9298 0.3524777    
## as.factor(DOW)6   -33.156     26.104  -1.2702 0.2040263    
## as.factor(DOW)7    59.125     26.728   2.2121 0.0269595 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabcall-calls xabcall-predicted     xtkcall-calls xtkcall-predicted 
##               337               337               337               337

## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD            DOW            calls              Dc           idx              Dt              DD        
##  Min.   :2016-11-10 08:00:00   Min.   : 0.0   Min.   :1.000   Min.   :   8.0   Min.   :0.0   Min.   :  1.0   Min.   :0.000   Min.   :0.0000  
##  1st Qu.:2016-11-14 13:00:00   1st Qu.: 6.0   1st Qu.:2.000   1st Qu.: 101.0   1st Qu.:0.0   1st Qu.:157.8   1st Qu.:0.000   1st Qu.:0.0000  
##  Median :2016-11-17 19:30:00   Median :11.5   Median :4.000   Median : 371.5   Median :0.5   Median :314.5   Median :1.000   Median :0.0000  
##  Mean   :2016-11-17 15:19:29   Mean   :11.5   Mean   :4.089   Mean   : 457.1   Mean   :0.5   Mean   :314.5   Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:2016-11-21 02:00:00   3rd Qu.:17.0   3rd Qu.:6.000   3rd Qu.: 683.2   3rd Qu.:1.0   3rd Qu.:471.2   3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :2016-11-24 08:00:00   Max.   :23.0   Max.   :7.000   Max.   :1481.0   Max.   :1.0   Max.   :628.0   Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)      1000.5161    48.9954  20.4206 < 2.2e-16 ***
## Dc               -382.7466    19.3133 -19.8178 < 2.2e-16 ***
## Dt                 21.0682    20.5197   1.0267 0.3045484    
## DD                -12.0094    26.0476  -0.4611 0.6447595    
## as.factor(HOD)1   -68.4615    54.7487  -1.2505 0.2111281    
## as.factor(HOD)2  -203.6923    47.8855  -4.2537 2.102e-05 ***
## as.factor(HOD)3  -365.3077    43.7768  -8.3448 < 2.2e-16 ***
## as.factor(HOD)4  -485.6923    44.7968 -10.8421 < 2.2e-16 ***
## as.factor(HOD)5  -609.9615    45.5925 -13.3785 < 2.2e-16 ***
## as.factor(HOD)6  -718.3846    49.4505 -14.5273 < 2.2e-16 ***
## as.factor(HOD)7  -778.1923    52.3404 -14.8679 < 2.2e-16 ***
## as.factor(HOD)8  -803.0408    52.9760 -15.1586 < 2.2e-16 ***
## as.factor(HOD)9  -814.9231    54.4040 -14.9791 < 2.2e-16 ***
## as.factor(HOD)10 -806.6154    54.2902 -14.8575 < 2.2e-16 ***
## as.factor(HOD)11 -803.2692    54.2943 -14.7947 < 2.2e-16 ***
## as.factor(HOD)12 -737.3462    51.3749 -14.3523 < 2.2e-16 ***
## as.factor(HOD)13 -611.9615    46.7487 -13.0905 < 2.2e-16 ***
## as.factor(HOD)14 -421.9615    41.5717 -10.1502 < 2.2e-16 ***
## as.factor(HOD)15 -314.5385    43.5728  -7.2187 5.249e-13 ***
## as.factor(HOD)16 -276.3673    50.9374  -5.4256 5.775e-08 ***
## as.factor(HOD)17 -171.9183    46.4472  -3.7014 0.0002144 ***
## as.factor(HOD)18 -149.9183    48.5541  -3.0877 0.0020174 ** 
## as.factor(HOD)19 -107.1490    49.4327  -2.1676 0.0301910 *  
## as.factor(HOD)20  -61.8414    50.9645  -1.2134 0.2249695    
## as.factor(HOD)21   18.6202    55.4357   0.3359 0.7369556    
## as.factor(HOD)22   62.5817    58.7048   1.0660 0.2864047    
## as.factor(HOD)23   41.1202    59.7847   0.6878 0.4915756    
## as.factor(DOW)2    11.3659    29.6611   0.3832 0.7015767    
## as.factor(DOW)3    19.2513    28.8912   0.6663 0.5051942    
## as.factor(DOW)4    45.3034    29.6503   1.5279 0.1265318    
## as.factor(DOW)5    -2.0722    28.4235  -0.0729 0.9418817    
## as.factor(DOW)6    15.9388    28.5171   0.5589 0.5762151    
## as.factor(DOW)7    76.5624    29.5969   2.5868 0.0096860 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##     xabcall-calls xabcall-predicted     xtkcall-calls xtkcall-predicted 
##               314               314               314               314

## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW         log_calls           Dc           idx              Dt               DD        
##  Min.   :2016-10-04 07:00:00   Min.   : 0.00   Min.   :1.00   Min.   :1.792   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-07 22:15:00   1st Qu.: 5.00   1st Qu.:2.00   1st Qu.:4.775   1st Qu.:0.0   1st Qu.:164.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-11 12:00:00   Median :11.00   Median :4.00   Median :6.043   Median :0.5   Median :327.5   Median :1.0000   Median :0.0000  
##  Mean   :2016-10-11 09:17:25   Mean   :11.42   Mean   :3.96   Mean   :5.618   Mean   :0.5   Mean   :327.5   Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:2016-10-14 21:45:00   3rd Qu.:17.75   3rd Qu.:6.00   3rd Qu.:6.577   3rd Qu.:1.0   3rd Qu.:490.8   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :2016-10-18 07:00:00   Max.   :23.00   Max.   :7.00   Max.   :7.577   Max.   :1.0   Max.   :654.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       7.026182   0.043015 163.3415 < 2.2e-16 ***
## Dc               -0.868695   0.028686 -30.2825 < 2.2e-16 ***
## Dt                0.026769   0.034900   0.7670 0.4430667    
## DD               -0.012596   0.045038  -0.2797 0.7797200    
## as.factor(HOD)1  -0.180184   0.050839  -3.5442 0.0003938 ***
## as.factor(HOD)2  -0.526647   0.041215 -12.7779 < 2.2e-16 ***
## as.factor(HOD)3  -0.765747   0.069714 -10.9841 < 2.2e-16 ***
## as.factor(HOD)4  -1.179473   0.061664 -19.1276 < 2.2e-16 ***
## as.factor(HOD)5  -1.813631   0.047194 -38.4295 < 2.2e-16 ***
## as.factor(HOD)6  -2.437884   0.048514 -50.2507 < 2.2e-16 ***
## as.factor(HOD)7  -2.955380   0.073500 -40.2090 < 2.2e-16 ***
## as.factor(HOD)8  -3.317346   0.122036 -27.1834 < 2.2e-16 ***
## as.factor(HOD)9  -3.517300   0.127056 -27.6830 < 2.2e-16 ***
## as.factor(HOD)10 -2.923865   0.118724 -24.6274 < 2.2e-16 ***
## as.factor(HOD)11 -2.154143   0.062092 -34.6928 < 2.2e-16 ***
## as.factor(HOD)12 -1.348796   0.046394 -29.0724 < 2.2e-16 ***
## as.factor(HOD)13 -0.684558   0.041604 -16.4543 < 2.2e-16 ***
## as.factor(HOD)14 -0.466606   0.051452  -9.0688 < 2.2e-16 ***
## as.factor(HOD)15 -0.270057   0.050717  -5.3248 1.011e-07 ***
## as.factor(HOD)16 -0.127107   0.046841  -2.7136 0.0066560 ** 
## as.factor(HOD)17 -0.104286   0.041962  -2.4852 0.0129463 *  
## as.factor(HOD)18 -0.111600   0.060207  -1.8536 0.0637985 .  
## as.factor(HOD)19  0.040112   0.037692   1.0642 0.2872285    
## as.factor(HOD)20  0.145048   0.039863   3.6387 0.0002741 ***
## as.factor(HOD)21  0.123283   0.039117   3.1517 0.0016235 ** 
## as.factor(HOD)22  0.174379   0.042663   4.0873 4.364e-05 ***
## as.factor(HOD)23  0.104920   0.042563   2.4650 0.0137003 *  
## as.factor(DOW)2  -0.071869   0.033150  -2.1680 0.0301606 *  
## as.factor(DOW)3   0.153604   0.055752   2.7551 0.0058670 ** 
## as.factor(DOW)4  -0.054051   0.032286  -1.6741 0.0941049 .  
## as.factor(DOW)5  -0.013374   0.035122  -0.3808 0.7033561    
## as.factor(DOW)6   0.058387   0.029165   2.0020 0.0452880 *  
## as.factor(DOW)7   0.106265   0.034863   3.0480 0.0023033 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted 
##                   327                   327                   327                   327

## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW          log_calls           Dc           idx              Dt               DD        
##  Min.   :2016-10-11 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :1.792   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-14 18:15:00   1st Qu.: 5.25   1st Qu.:2.000   1st Qu.:4.721   1st Qu.:0.0   1st Qu.:168.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-18 06:00:00   Median :11.00   Median :4.000   Median :5.998   Median :0.5   Median :335.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-10-18 06:29:00   Mean   :11.43   Mean   :3.985   Mean   :5.613   Mean   :0.5   Mean   :335.5   Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:2016-10-21 17:45:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:6.576   3rd Qu.:1.0   3rd Qu.:502.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-10-25 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :7.577   Max.   :1.0   Max.   :670.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       7.053848   0.035394 199.2923 < 2.2e-16 ***
## Dc               -0.884027   0.034131 -25.9008 < 2.2e-16 ***
## Dt               -0.013522   0.033893  -0.3990 0.6899134    
## DD                0.012600   0.042966   0.2933 0.7693234    
## as.factor(HOD)1  -0.221713   0.035941  -6.1688 6.879e-10 ***
## as.factor(HOD)2  -0.528878   0.037965 -13.9308 < 2.2e-16 ***
## as.factor(HOD)3  -0.868256   0.048909 -17.7523 < 2.2e-16 ***
## as.factor(HOD)4  -1.255844   0.048096 -26.1110 < 2.2e-16 ***
## as.factor(HOD)5  -1.763029   0.059268 -29.7466 < 2.2e-16 ***
## as.factor(HOD)6  -2.297108   0.079107 -29.0381 < 2.2e-16 ***
## as.factor(HOD)7  -2.961176   0.063481 -46.6464 < 2.2e-16 ***
## as.factor(HOD)8  -3.305062   0.105682 -31.2736 < 2.2e-16 ***
## as.factor(HOD)9  -3.434842   0.111430 -30.8250 < 2.2e-16 ***
## as.factor(HOD)10 -2.885580   0.102780 -28.0753 < 2.2e-16 ***
## as.factor(HOD)11 -2.225008   0.058229 -38.2114 < 2.2e-16 ***
## as.factor(HOD)12 -1.332907   0.043936 -30.3377 < 2.2e-16 ***
## as.factor(HOD)13 -0.716143   0.040615 -17.6326 < 2.2e-16 ***
## as.factor(HOD)14 -0.471039   0.043754 -10.7655 < 2.2e-16 ***
## as.factor(HOD)15 -0.272501   0.039744  -6.8564 7.060e-12 ***
## as.factor(HOD)16 -0.184044   0.040302  -4.5667 4.955e-06 ***
## as.factor(HOD)17 -0.122708   0.039538  -3.1035 0.0019123 ** 
## as.factor(HOD)18 -0.060137   0.036848  -1.6320 0.1026782    
## as.factor(HOD)19  0.061086   0.031494   1.9396 0.0524256 .  
## as.factor(HOD)20  0.163013   0.036365   4.4827 7.370e-06 ***
## as.factor(HOD)21  0.156324   0.034010   4.5964 4.299e-06 ***
## as.factor(HOD)22  0.136905   0.035034   3.9077 9.317e-05 ***
## as.factor(HOD)23  0.095403   0.038825   2.4572 0.0140010 *  
## as.factor(DOW)2  -0.099369   0.034627  -2.8697 0.0041088 ** 
## as.factor(DOW)3   0.243611   0.056759   4.2920 1.771e-05 ***
## as.factor(DOW)4  -0.043881   0.027122  -1.6179 0.1056808    
## as.factor(DOW)5  -0.057011   0.025974  -2.1949 0.0281711 *  
## as.factor(DOW)6   0.032528   0.027312   1.1910 0.2336565    
## as.factor(DOW)7   0.126792   0.034359   3.6902 0.0002241 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted 
##                   335                   335                   335                   335

## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          log_calls           Dc           idx              Dt               DD        
##  Min.   :2016-10-25 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :1.609   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-28 19:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:4.567   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-11-01 07:00:00   Median :11.00   Median :4.000   Median :5.940   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-11-01 07:00:00   Mean   :11.49   Mean   :3.997   Mean   :5.525   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-11-04 19:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:6.507   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-11-08 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :7.471   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       6.842587   0.031890 214.5659 < 2.2e-16 ***
## Dc               -0.909547   0.025321 -35.9213 < 2.2e-16 ***
## Dt                0.176779   0.022919   7.7131 1.228e-14 ***
## DD                0.053055   0.034123   1.5548 0.1199908    
## as.factor(HOD)1  -0.201558   0.032885  -6.1291 8.837e-10 ***
## as.factor(HOD)2  -0.505292   0.039405 -12.8231 < 2.2e-16 ***
## as.factor(HOD)3  -0.842680   0.045826 -18.3888 < 2.2e-16 ***
## as.factor(HOD)4  -1.212197   0.049966 -24.2606 < 2.2e-16 ***
## as.factor(HOD)5  -1.789820   0.046425 -38.5533 < 2.2e-16 ***
## as.factor(HOD)6  -2.496059   0.065041 -38.3767 < 2.2e-16 ***
## as.factor(HOD)7  -2.996654   0.054884 -54.5993 < 2.2e-16 ***
## as.factor(HOD)8  -3.483665   0.068696 -50.7114 < 2.2e-16 ***
## as.factor(HOD)9  -3.503002   0.048790 -71.7977 < 2.2e-16 ***
## as.factor(HOD)10 -3.000425   0.080273 -37.3776 < 2.2e-16 ***
## as.factor(HOD)11 -2.274087   0.055492 -40.9806 < 2.2e-16 ***
## as.factor(HOD)12 -1.388265   0.049040 -28.3089 < 2.2e-16 ***
## as.factor(HOD)13 -0.776544   0.035735 -21.7308 < 2.2e-16 ***
## as.factor(HOD)14 -0.471231   0.038717 -12.1712 < 2.2e-16 ***
## as.factor(HOD)15 -0.302202   0.039212  -7.7068 1.290e-14 ***
## as.factor(HOD)16 -0.214406   0.036916  -5.8080 6.324e-09 ***
## as.factor(HOD)17 -0.161145   0.034116  -4.7234 2.319e-06 ***
## as.factor(HOD)18 -0.126880   0.031214  -4.0649 4.806e-05 ***
## as.factor(HOD)19 -0.020514   0.030005  -0.6837 0.4941724    
## as.factor(HOD)20  0.050509   0.028598   1.7662 0.0773630 .  
## as.factor(HOD)21  0.124009   0.029883   4.1499 3.327e-05 ***
## as.factor(HOD)22  0.114666   0.032219   3.5590 0.0003723 ***
## as.factor(HOD)23  0.053400   0.035212   1.5165 0.1293867    
## as.factor(DOW)2  -0.070535   0.037834  -1.8643 0.0622773 .  
## as.factor(DOW)3   0.153070   0.033637   4.5507 5.348e-06 ***
## as.factor(DOW)4   0.115946   0.031629   3.6658 0.0002465 ***
## as.factor(DOW)5   0.094885   0.030152   3.1469 0.0016499 ** 
## as.factor(DOW)6   0.269202   0.031784   8.4698 < 2.2e-16 ***
## as.factor(DOW)7   0.142231   0.034191   4.1598 3.185e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted 
##                   337                   337                   337                   337

## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          log_calls           Dc           idx              Dt               DD        
##  Min.   :2016-12-08 08:00:00   Min.   : 0.00   Min.   :1.000   Min.   :1.946   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-12-11 20:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:4.709   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-12-15 08:00:00   Median :11.00   Median :4.000   Median :6.003   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-12-15 08:00:00   Mean   :11.49   Mean   :4.003   Mean   :5.617   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-12-18 20:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:6.608   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-12-22 08:00:00   Max.   :23.00   Max.   :7.000   Max.   :7.624   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       7.090245   0.034502 205.5041 < 2.2e-16 ***
## Dc               -0.942933   0.025675 -36.7261 < 2.2e-16 ***
## Dt                0.077619   0.023235   3.3406 0.0008359 ***
## DD                0.012039   0.032164   0.3743 0.7081764    
## as.factor(HOD)1  -0.081765   0.035296  -2.3166 0.0205267 *  
## as.factor(HOD)2  -0.263775   0.041463  -6.3617 1.995e-10 ***
## as.factor(HOD)3  -0.458415   0.043064 -10.6449 < 2.2e-16 ***
## as.factor(HOD)4  -0.822961   0.047804 -17.2153 < 2.2e-16 ***
## as.factor(HOD)5  -1.202875   0.045424 -26.4810 < 2.2e-16 ***
## as.factor(HOD)6  -1.709777   0.063985 -26.7217 < 2.2e-16 ***
## as.factor(HOD)7  -2.374972   0.079520 -29.8663 < 2.2e-16 ***
## as.factor(HOD)8  -3.042892   0.059401 -51.2260 < 2.2e-16 ***
## as.factor(HOD)9  -3.483307   0.048552 -71.7439 < 2.2e-16 ***
## as.factor(HOD)10 -3.589377   0.061070 -58.7744 < 2.2e-16 ***
## as.factor(HOD)11 -3.110905   0.058108 -53.5368 < 2.2e-16 ***
## as.factor(HOD)12 -2.277215   0.041823 -54.4487 < 2.2e-16 ***
## as.factor(HOD)13 -1.385487   0.049441 -28.0228 < 2.2e-16 ***
## as.factor(HOD)14 -0.759781   0.035234 -21.5636 < 2.2e-16 ***
## as.factor(HOD)15 -0.479221   0.041793 -11.4666 < 2.2e-16 ***
## as.factor(HOD)16 -0.287718   0.052722  -5.4573 4.834e-08 ***
## as.factor(HOD)17 -0.209053   0.037177  -5.6231 1.875e-08 ***
## as.factor(HOD)18 -0.164698   0.032005  -5.1460 2.661e-07 ***
## as.factor(HOD)19 -0.118517   0.030906  -3.8348 0.0001257 ***
## as.factor(HOD)20 -0.024424   0.029208  -0.8362 0.4030409    
## as.factor(HOD)21  0.058404   0.032448   1.7999 0.0718778 .  
## as.factor(HOD)22  0.103239   0.037684   2.7396 0.0061514 ** 
## as.factor(HOD)23  0.062300   0.037616   1.6562 0.0976755 .  
## as.factor(DOW)2   0.014691   0.040012   0.3672 0.7135019    
## as.factor(DOW)3   0.109090   0.024796   4.3995 1.085e-05 ***
## as.factor(DOW)4   0.072746   0.026689   2.7257 0.0064165 ** 
## as.factor(DOW)5  -0.036959   0.029148  -1.2680 0.2048009    
## as.factor(DOW)6  -0.075681   0.026854  -2.8183 0.0048282 ** 
## as.factor(DOW)7   0.126720   0.026737   4.7395 2.143e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted 
##                   337                   337                   337                   337

## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD            DOW          log_calls           Dc           idx              Dt              DD        
##  Min.   :2016-11-10 08:00:00   Min.   : 0.0   Min.   :1.000   Min.   :2.079   Min.   :0.0   Min.   :  1.0   Min.   :0.000   Min.   :0.0000  
##  1st Qu.:2016-11-14 13:00:00   1st Qu.: 6.0   1st Qu.:2.000   1st Qu.:4.615   1st Qu.:0.0   1st Qu.:157.8   1st Qu.:0.000   1st Qu.:0.0000  
##  Median :2016-11-17 19:30:00   Median :11.5   Median :4.000   Median :5.918   Median :0.5   Median :314.5   Median :1.000   Median :0.0000  
##  Mean   :2016-11-17 15:19:29   Mean   :11.5   Mean   :4.089   Mean   :5.521   Mean   :0.5   Mean   :314.5   Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:2016-11-21 02:00:00   3rd Qu.:17.0   3rd Qu.:6.000   3rd Qu.:6.527   3rd Qu.:1.0   3rd Qu.:471.2   3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :2016-11-24 08:00:00   Max.   :23.0   Max.   :7.000   Max.   :7.300   Max.   :1.0   Max.   :628.0   Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                   Estimate Std. Error  z value  Pr(>|z|)    
## (Intercept)       6.971600   0.065472 106.4820 < 2.2e-16 ***
## Dc               -0.903175   0.035005 -25.8016 < 2.2e-16 ***
## Dt                0.030190   0.032678   0.9239  0.355558    
## DD                0.016503   0.042231   0.3908  0.695957    
## as.factor(HOD)1  -0.093818   0.037077  -2.5304  0.011394 *  
## as.factor(HOD)2  -0.287859   0.035724  -8.0579 7.759e-16 ***
## as.factor(HOD)3  -0.587114   0.040266 -14.5810 < 2.2e-16 ***
## as.factor(HOD)4  -0.895277   0.048091 -18.6165 < 2.2e-16 ***
## as.factor(HOD)5  -1.347736   0.058226 -23.1466 < 2.2e-16 ***
## as.factor(HOD)6  -1.977888   0.061977 -31.9130 < 2.2e-16 ***
## as.factor(HOD)7  -2.592541   0.053903 -48.0968 < 2.2e-16 ***
## as.factor(HOD)8  -3.152133   0.061676 -51.1075 < 2.2e-16 ***
## as.factor(HOD)9  -3.514785   0.083712 -41.9864 < 2.2e-16 ***
## as.factor(HOD)10 -3.489501   0.107861 -32.3520 < 2.2e-16 ***
## as.factor(HOD)11 -3.026719   0.059542 -50.8335 < 2.2e-16 ***
## as.factor(HOD)12 -2.032480   0.044006 -46.1864 < 2.2e-16 ***
## as.factor(HOD)13 -1.251199   0.047773 -26.1907 < 2.2e-16 ***
## as.factor(HOD)14 -0.655593   0.033295 -19.6905 < 2.2e-16 ***
## as.factor(HOD)15 -0.439668   0.035185 -12.4958 < 2.2e-16 ***
## as.factor(HOD)16 -0.466498   0.108023  -4.3185 1.571e-05 ***
## as.factor(HOD)17 -0.194404   0.037335  -5.2069 1.920e-07 ***
## as.factor(HOD)18 -0.165686   0.040232  -4.1183 3.817e-05 ***
## as.factor(HOD)19 -0.106427   0.037239  -2.8579  0.004264 ** 
## as.factor(HOD)20 -0.049914   0.035061  -1.4236  0.154548    
## as.factor(HOD)21  0.046739   0.036724   1.2727  0.203123    
## as.factor(HOD)22  0.094000   0.037286   2.5211  0.011699 *  
## as.factor(HOD)23  0.062128   0.039991   1.5536  0.120290    
## as.factor(DOW)2  -0.016237   0.059172  -0.2744  0.783772    
## as.factor(DOW)3   0.024525   0.056967   0.4305  0.666820    
## as.factor(DOW)4   0.097186   0.057111   1.7017  0.088808 .  
## as.factor(DOW)5   0.061641   0.059422   1.0373  0.299579    
## as.factor(DOW)6   0.057007   0.056606   1.0071  0.313901    
## as.factor(DOW)7   0.296593   0.067114   4.4192 9.906e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted 
##                   314                   314                   314                   314

## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
##        dt                           HOD             DOW         rate_calls              Dc           idx              Dt               DD        
##  Min.   :2016-10-04 07:00:00   Min.   : 0.00   Min.   :1.00   Min.   :6.511e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-07 22:15:00   1st Qu.: 5.00   1st Qu.:2.00   1st Qu.:1.004e-03   1st Qu.:0.0   1st Qu.:164.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-11 12:00:00   Median :11.00   Median :4.00   Median :2.818e-03   Median :0.5   Median :327.5   Median :1.0000   Median :0.0000  
##  Mean   :2016-10-11 09:17:25   Mean   :11.42   Mean   :3.96   Mean   :4.118e-03   Mean   :0.5   Mean   :327.5   Mean   :0.5138   Mean   :0.2569  
##  3rd Qu.:2016-10-14 21:45:00   3rd Qu.:17.75   3rd Qu.:6.00   3rd Qu.:5.547e-03   3rd Qu.:1.0   3rd Qu.:490.8   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :2016-10-18 07:00:00   Max.   :23.00   Max.   :7.00   Max.   :1.843e-02   Max.   :1.0   Max.   :654.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       0.01184678  0.00058649  20.1996 < 2.2e-16 ***
## Dc               -0.00358635  0.00022696 -15.8017 < 2.2e-16 ***
## Dt               -0.00031426  0.00025027  -1.2557  0.209228    
## DD                0.00020789  0.00030194   0.6885  0.491120    
## as.factor(HOD)1  -0.00123691  0.00066516  -1.8596  0.062947 .  
## as.factor(HOD)2  -0.00312901  0.00054005  -5.7939 6.877e-09 ***
## as.factor(HOD)3  -0.00375551  0.00070367  -5.3370 9.449e-08 ***
## as.factor(HOD)4  -0.00525673  0.00055790  -9.4224 < 2.2e-16 ***
## as.factor(HOD)5  -0.00682962  0.00054691 -12.4877 < 2.2e-16 ***
## as.factor(HOD)6  -0.00771129  0.00058251 -13.2380 < 2.2e-16 ***
## as.factor(HOD)7  -0.00805121  0.00059436 -13.5460 < 2.2e-16 ***
## as.factor(HOD)8  -0.00812815  0.00063887 -12.7227 < 2.2e-16 ***
## as.factor(HOD)9  -0.00824371  0.00064818 -12.7181 < 2.2e-16 ***
## as.factor(HOD)10 -0.00801448  0.00066148 -12.1160 < 2.2e-16 ***
## as.factor(HOD)11 -0.00784225  0.00060980 -12.8603 < 2.2e-16 ***
## as.factor(HOD)12 -0.00729204  0.00056611 -12.8810 < 2.2e-16 ***
## as.factor(HOD)13 -0.00629687  0.00053997 -11.6616 < 2.2e-16 ***
## as.factor(HOD)14 -0.00573588  0.00057741  -9.9338 < 2.2e-16 ***
## as.factor(HOD)15 -0.00515232  0.00057436  -8.9705 < 2.2e-16 ***
## as.factor(HOD)16 -0.00414257  0.00059941  -6.9111 4.808e-12 ***
## as.factor(HOD)17 -0.00397090  0.00058402  -6.7992 1.052e-11 ***
## as.factor(HOD)18 -0.00372960  0.00062038  -6.0118 1.834e-09 ***
## as.factor(HOD)19 -0.00288157  0.00060244  -4.7832 1.725e-06 ***
## as.factor(HOD)20 -0.00183532  0.00063554  -2.8878  0.003879 ** 
## as.factor(HOD)21 -0.00111587  0.00063338  -1.7618  0.078109 .  
## as.factor(HOD)22  0.00058214  0.00070414   0.8267  0.408385    
## as.factor(HOD)23  0.00071019  0.00072933   0.9738  0.330180    
## as.factor(DOW)2  -0.00219918  0.00027561  -7.9793 1.472e-15 ***
## as.factor(DOW)3  -0.00176335  0.00028557  -6.1749 6.619e-10 ***
## as.factor(DOW)4  -0.00195858  0.00029386  -6.6650 2.647e-11 ***
## as.factor(DOW)5  -0.00218211  0.00031589  -6.9078 4.923e-12 ***
## as.factor(DOW)6  -0.00159453  0.00029216  -5.4578 4.820e-08 ***
## as.factor(DOW)7   0.00065142  0.00035504   1.8348  0.066540 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabcall-predicted rate_xabcall-rate_calls  rate_xtkcall-predicted rate_xtkcall-rate_calls 
##                     327                     327                     327                     327

## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
##        dt                           HOD             DOW          rate_calls              Dc           idx              Dt               DD        
##  Min.   :2016-10-11 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :6.511e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-14 18:15:00   1st Qu.: 5.25   1st Qu.:2.000   1st Qu.:9.738e-04   1st Qu.:0.0   1st Qu.:168.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-10-18 06:00:00   Median :11.00   Median :4.000   Median :2.786e-03   Median :0.5   Median :335.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-10-18 06:29:00   Mean   :11.43   Mean   :3.985   Mean   :5.296e-03   Mean   :0.5   Mean   :335.5   Mean   :0.4955   Mean   :0.2478  
##  3rd Qu.:2016-10-21 17:45:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:5.435e-03   3rd Qu.:1.0   3rd Qu.:502.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-10-25 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :2.894e-01   Max.   :1.0   Max.   :670.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error z value  Pr(>|z|)    
## (Intercept)       0.00913427  0.00153782  5.9397 2.855e-09 ***
## Dc               -0.00336662  0.00057008 -5.9055 3.515e-09 ***
## Dt                0.00390249  0.00222488  1.7540 0.0794268 .  
## DD               -0.00233947  0.00237552 -0.9848 0.3247107    
## as.factor(HOD)1  -0.00151753  0.00110957 -1.3677 0.1714132    
## as.factor(HOD)2  -0.00314119  0.00106999 -2.9357 0.0033276 ** 
## as.factor(HOD)3  -0.00443551  0.00106476 -4.1657 3.104e-05 ***
## as.factor(HOD)4  -0.00561143  0.00106491 -5.2694 1.369e-07 ***
## as.factor(HOD)5  -0.00667370  0.00109553 -6.0918 1.117e-09 ***
## as.factor(HOD)6  -0.00745971  0.00112096 -6.6548 2.838e-11 ***
## as.factor(HOD)7  -0.00795471  0.00111001 -7.1663 7.703e-13 ***
## as.factor(HOD)8  -0.00820214  0.00116106 -7.0644 1.613e-12 ***
## as.factor(HOD)9  -0.00828378  0.00115684 -7.1607 8.028e-13 ***
## as.factor(HOD)10 -0.00806816  0.00116565 -6.9216 4.466e-12 ***
## as.factor(HOD)11 -0.00795314  0.00113847 -6.9858 2.832e-12 ***
## as.factor(HOD)12 -0.00732581  0.00111758 -6.5551 5.562e-11 ***
## as.factor(HOD)13 -0.00641716  0.00110742 -5.7947 6.844e-09 ***
## as.factor(HOD)14 -0.00566181  0.00113225 -5.0005 5.718e-07 ***
## as.factor(HOD)15 -0.00509349  0.00113614 -4.4832 7.355e-06 ***
## as.factor(HOD)16 -0.00444488  0.00113760 -3.9073 9.335e-05 ***
## as.factor(HOD)17 -0.00410719  0.00111597 -3.6804 0.0002329 ***
## as.factor(HOD)18 -0.00186589  0.00139908 -1.3337 0.1823167    
## as.factor(HOD)19  0.00917137  0.00891900  1.0283 0.3038107    
## as.factor(HOD)20  0.01224261  0.01031953  1.1864 0.2354825    
## as.factor(HOD)21 -0.00020972  0.00105722 -0.1984 0.8427553    
## as.factor(HOD)22  0.00083839  0.00107173  0.7823 0.4340473    
## as.factor(HOD)23  0.00218005  0.00142262  1.5324 0.1254179    
## as.factor(DOW)2  -0.00247909  0.00063573 -3.8996 9.635e-05 ***
## as.factor(DOW)3  -0.00151702  0.00064698 -2.3448 0.0190397 *  
## as.factor(DOW)4  -0.00222679  0.00063732 -3.4940 0.0004758 ***
## as.factor(DOW)5  -0.00246876  0.00063943 -3.8608 0.0001130 ***
## as.factor(DOW)6   0.00724762  0.00416634  1.7396 0.0819354 .  
## as.factor(DOW)7   0.00079998  0.00060206  1.3287 0.1839336    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabcall-predicted rate_xabcall-rate_calls  rate_xtkcall-predicted rate_xtkcall-rate_calls 
##                     335                     335                     335                     335

## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          rate_calls              Dc           idx              Dt               DD        
##  Min.   :2016-10-25 07:00:00   Min.   : 0.00   Min.   :1.000   Min.   :7.373e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-10-28 19:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:9.946e-04   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-11-01 07:00:00   Median :11.00   Median :4.000   Median :2.656e-03   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-11-01 07:00:00   Mean   :11.49   Mean   :3.997   Mean   :3.899e-03   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-11-04 19:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:5.099e-03   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-11-08 07:00:00   Max.   :23.00   Max.   :7.000   Max.   :1.801e-02   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       1.0981e-02  5.5859e-04  19.6579 < 2.2e-16 ***
## Dc               -2.9944e-03  1.6712e-04 -17.9175 < 2.2e-16 ***
## Dt                1.2963e-03  2.2124e-04   5.8592 4.652e-09 ***
## DD               -7.2898e-04  2.7365e-04  -2.6639  0.007723 ** 
## as.factor(HOD)1  -1.3685e-03  6.6973e-04  -2.0433  0.041021 *  
## as.factor(HOD)2  -2.9086e-03  5.9234e-04  -4.9104 9.091e-07 ***
## as.factor(HOD)3  -4.2473e-03  5.4993e-04  -7.7233 1.133e-14 ***
## as.factor(HOD)4  -5.3640e-03  5.4663e-04  -9.8128 < 2.2e-16 ***
## as.factor(HOD)5  -6.7409e-03  5.4133e-04 -12.4525 < 2.2e-16 ***
## as.factor(HOD)6  -7.7534e-03  5.7543e-04 -13.4741 < 2.2e-16 ***
## as.factor(HOD)7  -8.1394e-03  5.9778e-04 -13.6159 < 2.2e-16 ***
## as.factor(HOD)8  -8.4207e-03  6.1867e-04 -13.6109 < 2.2e-16 ***
## as.factor(HOD)9  -8.4453e-03  6.2092e-04 -13.6012 < 2.2e-16 ***
## as.factor(HOD)10 -8.2917e-03  6.2078e-04 -13.3570 < 2.2e-16 ***
## as.factor(HOD)11 -8.0157e-03  6.0564e-04 -13.2351 < 2.2e-16 ***
## as.factor(HOD)12 -7.4046e-03  5.7239e-04 -12.9361 < 2.2e-16 ***
## as.factor(HOD)13 -6.5803e-03  5.4652e-04 -12.0404 < 2.2e-16 ***
## as.factor(HOD)14 -5.7608e-03  5.7129e-04 -10.0839 < 2.2e-16 ***
## as.factor(HOD)15 -5.1984e-03  5.9729e-04  -8.7034 < 2.2e-16 ***
## as.factor(HOD)16 -4.7812e-03  5.7538e-04  -8.3097 < 2.2e-16 ***
## as.factor(HOD)17 -4.4552e-03  5.8434e-04  -7.6244 2.453e-14 ***
## as.factor(HOD)18 -4.2601e-03  5.7346e-04  -7.4288 1.096e-13 ***
## as.factor(HOD)19 -3.5520e-03  5.7105e-04  -6.2201 4.968e-10 ***
## as.factor(HOD)20 -2.7833e-03  5.7267e-04  -4.8602 1.172e-06 ***
## as.factor(HOD)21 -1.4325e-03  6.3949e-04  -2.2401  0.025083 *  
## as.factor(HOD)22 -3.3490e-04  6.9515e-04  -0.4818  0.629975    
## as.factor(HOD)23  4.2713e-05  7.2627e-04   0.0588  0.953103    
## as.factor(DOW)2  -2.3311e-03  2.7197e-04  -8.5714 < 2.2e-16 ***
## as.factor(DOW)3  -1.6272e-03  2.7401e-04  -5.9384 2.878e-09 ***
## as.factor(DOW)4  -1.6144e-03  2.6463e-04  -6.1007 1.056e-09 ***
## as.factor(DOW)5  -1.9883e-03  2.6588e-04  -7.4780 7.546e-14 ***
## as.factor(DOW)6  -1.2934e-03  2.7998e-04  -4.6195 3.846e-06 ***
## as.factor(DOW)7   4.8042e-04  3.3668e-04   1.4270  0.153594    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabcall-predicted rate_xabcall-rate_calls  rate_xtkcall-predicted rate_xtkcall-rate_calls 
##                     337                     337                     337                     337

## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
##        dt                           HOD             DOW          rate_calls              Dc           idx              Dt               DD        
##  Min.   :2016-12-08 08:00:00   Min.   : 0.00   Min.   :1.000   Min.   :7.511e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:2016-12-11 20:00:00   1st Qu.: 6.00   1st Qu.:2.000   1st Qu.:1.041e-03   1st Qu.:0.0   1st Qu.:169.2   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :2016-12-15 08:00:00   Median :11.00   Median :4.000   Median :3.160e-03   Median :0.5   Median :337.5   Median :0.0000   Median :0.0000  
##  Mean   :2016-12-15 08:00:00   Mean   :11.49   Mean   :4.003   Mean   :4.459e-03   Mean   :0.5   Mean   :337.5   Mean   :0.4985   Mean   :0.2493  
##  3rd Qu.:2016-12-18 20:00:00   3rd Qu.:17.00   3rd Qu.:6.000   3rd Qu.:5.958e-03   3rd Qu.:1.0   3rd Qu.:505.8   3rd Qu.:1.0000   3rd Qu.:0.0000  
##  Max.   :2016-12-22 08:00:00   Max.   :23.00   Max.   :7.000   Max.   :1.985e-02   Max.   :1.0   Max.   :674.0   Max.   :1.0000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       1.2310e-02  6.3593e-04  19.3576 < 2.2e-16 ***
## Dc               -3.6116e-03  1.9469e-04 -18.5501 < 2.2e-16 ***
## Dt                1.3220e-03  2.4850e-04   5.3202 1.037e-07 ***
## DD               -8.3548e-04  3.0785e-04  -2.7139 0.0066501 ** 
## as.factor(HOD)1  -8.3163e-04  7.6187e-04  -1.0916 0.2750276    
## as.factor(HOD)2  -1.8679e-03  7.2997e-04  -2.5588 0.0105029 *  
## as.factor(HOD)3  -3.0678e-03  6.9338e-04  -4.4244 9.669e-06 ***
## as.factor(HOD)4  -4.8210e-03  6.3052e-04  -7.6460 2.073e-14 ***
## as.factor(HOD)5  -6.1735e-03  6.1989e-04  -9.9590 < 2.2e-16 ***
## as.factor(HOD)6  -7.5088e-03  6.7108e-04 -11.1892 < 2.2e-16 ***
## as.factor(HOD)7  -8.5388e-03  6.9573e-04 -12.2731 < 2.2e-16 ***
## as.factor(HOD)8  -9.0598e-03  6.9096e-04 -13.1120 < 2.2e-16 ***
## as.factor(HOD)9  -9.3908e-03  7.1615e-04 -13.1129 < 2.2e-16 ***
## as.factor(HOD)10 -9.4307e-03  7.2017e-04 -13.0951 < 2.2e-16 ***
## as.factor(HOD)11 -9.3081e-03  7.1904e-04 -12.9451 < 2.2e-16 ***
## as.factor(HOD)12 -8.9359e-03  6.9719e-04 -12.8171 < 2.2e-16 ***
## as.factor(HOD)13 -8.2582e-03  6.6814e-04 -12.3599 < 2.2e-16 ***
## as.factor(HOD)14 -7.2139e-03  6.3577e-04 -11.3468 < 2.2e-16 ***
## as.factor(HOD)15 -6.3106e-03  6.5397e-04  -9.6498 < 2.2e-16 ***
## as.factor(HOD)16 -5.6063e-03  6.6164e-04  -8.4734 < 2.2e-16 ***
## as.factor(HOD)17 -4.9546e-03  6.6790e-04  -7.4181 1.188e-13 ***
## as.factor(HOD)18 -4.5341e-03  6.7671e-04  -6.7003 2.080e-11 ***
## as.factor(HOD)19 -4.2181e-03  6.8129e-04  -6.1913 5.968e-10 ***
## as.factor(HOD)20 -3.4216e-03  6.7386e-04  -5.0777 3.821e-07 ***
## as.factor(HOD)21 -2.3859e-03  7.0106e-04  -3.4033 0.0006658 ***
## as.factor(HOD)22 -1.0531e-03  7.5459e-04  -1.3956 0.1628446    
## as.factor(HOD)23 -2.5162e-05  8.1741e-04  -0.0308 0.9754431    
## as.factor(DOW)2  -2.0656e-03  2.9270e-04  -7.0572 1.699e-12 ***
## as.factor(DOW)3  -1.3488e-03  2.9028e-04  -4.6465 3.375e-06 ***
## as.factor(DOW)4  -1.1812e-03  2.9380e-04  -4.0204 5.811e-05 ***
## as.factor(DOW)5  -2.0931e-03  2.9938e-04  -6.9913 2.724e-12 ***
## as.factor(DOW)6  -2.0891e-03  2.9044e-04  -7.1929 6.343e-13 ***
## as.factor(DOW)7   4.1514e-04  3.4043e-04   1.2195 0.2226712    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabcall-predicted rate_xabcall-rate_calls  rate_xtkcall-predicted rate_xtkcall-rate_calls 
##                     337                     337                     337                     337

## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
##        dt                           HOD            DOW          rate_calls              Dc           idx              Dt              DD        
##  Min.   :2016-11-10 08:00:00   Min.   : 0.0   Min.   :1.000   Min.   :8.415e-05   Min.   :0.0   Min.   :  1.0   Min.   :0.000   Min.   :0.0000  
##  1st Qu.:2016-11-14 13:00:00   1st Qu.: 6.0   1st Qu.:2.000   1st Qu.:1.009e-03   1st Qu.:0.0   1st Qu.:157.8   1st Qu.:0.000   1st Qu.:0.0000  
##  Median :2016-11-17 19:30:00   Median :11.5   Median :4.000   Median :2.784e-03   Median :0.5   Median :314.5   Median :1.000   Median :0.0000  
##  Mean   :2016-11-17 15:19:29   Mean   :11.5   Mean   :4.089   Mean   :3.997e-03   Mean   :0.5   Mean   :314.5   Mean   :0.535   Mean   :0.2675  
##  3rd Qu.:2016-11-21 02:00:00   3rd Qu.:17.0   3rd Qu.:6.000   3rd Qu.:5.096e-03   3rd Qu.:1.0   3rd Qu.:471.2   3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :2016-11-24 08:00:00   Max.   :23.0   Max.   :7.000   Max.   :2.819e-02   Max.   :1.0   Max.   :628.0   Max.   :1.000   Max.   :1.0000  
## 
## z test of coefficients:
## 
##                     Estimate  Std. Error  z value  Pr(>|z|)    
## (Intercept)       0.01235264  0.00078697  15.6964 < 2.2e-16 ***
## Dc               -0.00332162  0.00019377 -17.1422 < 2.2e-16 ***
## Dt                0.00026707  0.00023584   1.1324 0.2574522    
## DD               -0.00029104  0.00029095  -1.0003 0.3171687    
## as.factor(HOD)1  -0.00135604  0.00087892  -1.5428 0.1228687    
## as.factor(HOD)2  -0.00240888  0.00083487  -2.8853 0.0039098 ** 
## as.factor(HOD)3  -0.00399171  0.00079607  -5.0143 5.323e-07 ***
## as.factor(HOD)4  -0.00513564  0.00079107  -6.4920 8.469e-11 ***
## as.factor(HOD)5  -0.00646897  0.00078115  -8.2813 < 2.2e-16 ***
## as.factor(HOD)6  -0.00787069  0.00079648  -9.8819 < 2.2e-16 ***
## as.factor(HOD)7  -0.00862659  0.00081618 -10.5694 < 2.2e-16 ***
## as.factor(HOD)8  -0.00893790  0.00082387 -10.8487 < 2.2e-16 ***
## as.factor(HOD)9  -0.00910144  0.00083372 -10.9166 < 2.2e-16 ***
## as.factor(HOD)10 -0.00897336  0.00083554 -10.7396 < 2.2e-16 ***
## as.factor(HOD)11 -0.00903932  0.00084191 -10.7367 < 2.2e-16 ***
## as.factor(HOD)12 -0.00855465  0.00082157 -10.4126 < 2.2e-16 ***
## as.factor(HOD)13 -0.00793921  0.00080042  -9.9188 < 2.2e-16 ***
## as.factor(HOD)14 -0.00690585  0.00078219  -8.8288 < 2.2e-16 ***
## as.factor(HOD)15 -0.00626645  0.00079387  -7.8936 2.937e-15 ***
## as.factor(HOD)16 -0.00609776  0.00081492  -7.4826 7.285e-14 ***
## as.factor(HOD)17 -0.00512155  0.00078901  -6.4911 8.520e-11 ***
## as.factor(HOD)18 -0.00482346  0.00079696  -6.0523 1.428e-09 ***
## as.factor(HOD)19 -0.00448342  0.00080056  -5.6003 2.139e-08 ***
## as.factor(HOD)20 -0.00396707  0.00079403  -4.9961 5.850e-07 ***
## as.factor(HOD)21 -0.00295271  0.00080149  -3.6840 0.0002296 ***
## as.factor(HOD)22 -0.00166739  0.00083559  -1.9955 0.0459924 *  
## as.factor(HOD)23 -0.00030856  0.00098982  -0.3117 0.7552402    
## as.factor(DOW)2  -0.00224914  0.00032872  -6.8421 7.803e-12 ***
## as.factor(DOW)3  -0.00182229  0.00032600  -5.5898 2.273e-08 ***
## as.factor(DOW)4  -0.00136951  0.00033762  -4.0564 4.984e-05 ***
## as.factor(DOW)5  -0.00204335  0.00034153  -5.9830 2.191e-09 ***
## as.factor(DOW)6  -0.00149253  0.00035977  -4.1485 3.346e-05 ***
## as.factor(DOW)7   0.00068865  0.00041590   1.6558 0.0977585 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
##  rate_xabcall-predicted rate_xabcall-rate_calls  rate_xtkcall-predicted rate_xtkcall-rate_calls 
##                     314                     314                     314                     314

Model DID Results

idx title formula chgDate chgVal chgCoef.fit chgCoef.smry chgStd.smry chgZval.cfit chgPval.cfit sig
1 Xbox - Hourly Chats . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-11 07:00 . . 0_10 -3.1096 -3.1096 5.2088 -0.5971 0.5504 |
2 Xbox - Hourly Chats . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-18 07:00 . . 10_30 12.7354 12.7354 4.7830 2.6657 0.0077 | **
3 Xbox - Hourly Chats . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-01 07:00 . . 30_50 -16.1301 -16.1301 5.0257 -3.2070 0.0013 | **
4 Xbox - Hourly Chats . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-12-15 08:00 . . 50_90 -16.0574 -16.0574 5.1744 -3.1014 0.0019 | **
5 Xbox - Hourly Chats . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-17 08:00 . . content change 7.4113 7.4113 5.5617 1.3185 0.1873 |
6 Xbox - log(Hourly Chats) . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-11 07:00 . . 0_10 -0.1497 -0.1497 0.0420 -3.5889 0.0003 | ***
7 Xbox - log(Hourly Chats) . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-18 07:00 . . 10_30 0.1466 0.1466 0.0402 3.6577 0.0003 | ***
8 Xbox - log(Hourly Chats) . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-01 07:00 . . 30_50 -0.0147 -0.0147 0.0409 -0.3597 0.7191 |
9 Xbox - log(Hourly Chats) . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-12-15 08:00 . . 50_90 -0.0121 -0.0121 0.0316 -0.3827 0.7020 |
10 Xbox - log(Hourly Chats) . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-17 08:00 . . content change 0.1540 0.1540 0.0476 3.1131 0.0019 | **
11 Xbox - Hourly Chat Rate . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-11 07:00 . . 0_10 0.0000 0.0000 0.0001 0.2016 0.8403 |
12 Xbox - Hourly Chat Rate . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-18 07:00 . . 10_30 -0.0003 -0.0003 0.0003 -0.7791 0.4359 |
13 Xbox - Hourly Chat Rate . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-01 07:00 . . 30_50 -0.0002 -0.0002 0.0001 -3.2561 0.0011 | **
14 Xbox - Hourly Chat Rate . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-12-15 08:00 . . 50_90 -0.0002 -0.0002 0.0001 -4.0066 0.0001 | ***
15 Xbox - Hourly Chat Rate . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-17 08:00 . . content change 0.0000 0.0000 0.0001 0.1594 0.8734 |
16 Xbox - Hourly Calls . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-11 07:00 . . 0_10 -0.4038 -0.4038 28.9965 -0.0139 0.9889 |
17 Xbox - Hourly Calls . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-18 07:00 . . 10_30 -2.4161 -2.4161 27.1341 -0.0890 0.9291 |
18 Xbox - Hourly Calls . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-01 07:00 . . 30_50 -63.4488 -63.4488 25.5702 -2.4805 0.0131 | *
19 Xbox - Hourly Calls . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-12-15 08:00 . . 50_90 -42.5445 -42.5445 30.1406 -1.4116 0.1581 |
20 Xbox - Hourly Calls . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-17 08:00 . . content change -12.0094 -12.0094 25.9935 -0.4611 0.6448 |
21 Xbox - log(Hourly Calls) . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-11 07:00 . . 0_10 -0.0126 -0.0126 0.0453 -0.2797 0.7797 |
22 Xbox - log(Hourly Calls) . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-18 07:00 . . 10_30 0.0126 0.0126 0.0431 0.2933 0.7693 |
23 Xbox - log(Hourly Calls) . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-01 07:00 . . 30_50 0.0531 0.0531 0.0341 1.5548 0.1200 |
24 Xbox - log(Hourly Calls) . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-12-15 08:00 . . 50_90 0.0120 0.0120 0.0322 0.3743 0.7082 |
25 Xbox - log(Hourly Calls) . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-17 08:00 . . content change 0.0165 0.0165 0.0413 0.3908 0.6960 |
26 Xbox - Hourly Call Rate . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-11 07:00 . . 0_10 0.0002 0.0002 0.0003 0.6885 0.4911 |
27 Xbox - Hourly Call Rate . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-10-18 07:00 . . 10_30 -0.0023 -0.0023 0.0024 -0.9848 0.3247 |
28 Xbox - Hourly Call Rate . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-01 07:00 . . 30_50 -0.0007 -0.0007 0.0003 -2.6639 0.0077 | **
29 Xbox - Hourly Call Rate . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-12-15 08:00 . . 50_90 -0.0008 -0.0008 0.0003 -2.7139 0.0067 | **
30 Xbox - Hourly Call Rate . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) . 2016-11-17 08:00 . . content change -0.0003 -0.0003 0.0003 -1.0003 0.3172 |

Done

## [1] "Version 0.4 created on 30 Apr 2017 - 11:30:19 took 43.1 secs"